{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "0f69d27f-1405-4d20-90ea-9520ab99f266",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import gzip\n",
    "import itertools\n",
    "import time\n",
    "\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import anndata as ad\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.patches as mpatches\n",
    "from matplotlib import collections\n",
    "from matplotlib.gridspec import GridSpec\n",
    "import seaborn as sns\n",
    "from venn import venn\n",
    "from statannotations.Annotator import Annotator\n",
    "from adjustText import adjust_text\n",
    "\n",
    "from sklearn.neighbors import NearestNeighbors\n",
    "from sklearn.cluster import KMeans\n",
    "from sklearn.preprocessing import RobustScaler, StandardScaler, MinMaxScaler\n",
    "from sklearn.metrics import roc_auc_score, accuracy_score, f1_score, make_scorer, precision_score, recall_score, silhouette_score, silhouette_samples, calinski_harabasz_score,davies_bouldin_score\n",
    "\n",
    "import scipy.cluster.hierarchy as sch\n",
    "from scipy.stats import pearsonr, entropy, false_discovery_control, ttest_ind, mannwhitneyu, ttest_rel, wilcoxon, kruskal, brunnermunzel\n",
    "\n",
    "from sknetwork.clustering import Louvain\n",
    "\n",
    "import umap"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bbfd7c9a-570f-453d-96aa-04eab3552810",
   "metadata": {},
   "source": [
    "# Preprocess to get raw public data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "43dd70d8-8b95-47bc-ac27-5ccd945c7dc5",
   "metadata": {},
   "source": [
    "## RUN Snakemake file to process NGS RNA-Seq data\n",
    "\n",
    "- The workflow starts on downloading fastq files from NCBI and ends with estimated abundance by salmon.\n",
    "- There is file for paired-end and another for single-end experiments, Snakefile_pe and Snakefile_se, respectively. Remember to rename the files before runnnig.\n",
    "- conda enviroment is in ./envs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "664a53c9-91b1-46c1-90aa-a98aeb5b10ba",
   "metadata": {},
   "outputs": [],
   "source": [
    "# #!/bin/bash\n",
    "# snakemake --dry-run\n",
    "# snakemake --cores 4 --use-conda"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a41fd2ba-61c4-401f-9e9d-b5c7ca90ddfc",
   "metadata": {},
   "source": [
    "![title](snakemake_workflow.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "21be003b-43f3-4b0a-8f28-829c9130f8e5",
   "metadata": {},
   "source": [
    "# Download CEL files od Microarray experiments\n",
    "\n",
    "run file ./download_MA_CEL.sh"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "62550fdf-d13d-4cee-b04d-673d930e1580",
   "metadata": {},
   "outputs": [],
   "source": [
    "# #!/bin/bash\n",
    "\n",
    "# gses=(\"GSE129166\" \"GSE46474\" \"GSE15296\" \"GSE14346\")\n",
    "# https=(\"https://ftp.ncbi.nlm.nih.gov/geo/series/GSE129nnn/GSE129166/suppl//GSE129166_RAW.tar\" \"https://ftp.ncbi.nlm.nih.gov/geo/series/GSE46nnn/GSE46474/suppl//GSE46474_RAW.tar\" \"https://ftp.ncbi.nlm.nih.gov/geo/series/GSE15nnn/GSE15296/suppl//GSE15296_RAW.tar\" \"https://ftp.ncbi.nlm.nih.gov/geo/series/GSE14nnn/GSE14346/suppl//GSE14346_RAW.tar\")\n",
    "\n",
    "# for i in $(seq 0 3);\n",
    "# do\n",
    "#     echo \"wget ${https[$i]}\";\n",
    "#     echo \"tar -xvf ${gses[$i]}_RAW.tar -C ./posttransplant_${gses[$i]}/${gses[$i]}_CEL\";\n",
    "# done"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "85b6bcd3-5a6a-4565-a425-2b9ccf0a8e56",
   "metadata": {},
   "source": [
    "# Importing housekeepingMiningPy \n",
    "\n",
    "package developed during the research can be installed via pip install housekeepingMinerPy or read via housekeepingMinerPy folder or clone it from github https://github.com/guilhermetabordaribas/housekeepingMinerPy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "44aed37f-9b88-430d-8c0d-fa9b095f5e68",
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "sys.path.append('./')\n",
    "import housekeepingMinerPy as hkg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "02e64bde-db9c-4517-9674-b82541d86b08",
   "metadata": {},
   "outputs": [],
   "source": [
    "random_state = 42"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "329fe4b3-1f64-4730-b6ea-dbc05254592d",
   "metadata": {},
   "outputs": [],
   "source": [
    "sns.set_theme(style=\"whitegrid\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "05fe9f72-bcc1-406b-bc88-71ee28cb3426",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Palettes blindcolor friendly\n",
    "#From Paul Tol: https://personal.sron.nl/~pault/\n",
    "# https://zenodo.org/records/3381072\n",
    "Tol_bright = ['#EE6677', '#228833', '#4477AA', '#CCBB44', '#66CCEE', '#AA3377', '#BBBBBB']\n",
    "\n",
    "Tol_muted = ['#88CCEE', '#44AA99', '#117733', '#332288', '#DDCC77', '#999933','#CC6677', '#882255', '#AA4499', '#DDDDDD']\n",
    "\n",
    "Tol_light = ['#BBCC33', '#AAAA00', '#77AADD', '#EE8866', '#EEDD88', '#FFAABB', '#99DDFF', '#44BB99', '#DDDDDD']\n",
    "\n",
    "#From Color Universal Design (CUD): https://jfly.uni-koeln.de/color/\n",
    "Okabe_Ito = [\"#E69F00\", \"#56B4E9\", \"#009E73\", \"#F0E442\", \"#0072B2\", \"#D55E00\", \"#CC79A7\", \"#000000\"][::-1]\n",
    "\n",
    "colors__ = ['#00000050', '#CC79A750', '#D55E0050', '#0072B250']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "477c1081-93e1-4275-81dc-26ac8cbfb3e3",
   "metadata": {},
   "source": [
    "# Common Used Housekeeping Genes in Kidney Transplantion- literature\n",
    "\n",
    "We tested housekeeping genes from these studies:\n",
    "\n",
    "- [PMC8659319: Tissue](https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8659319/):\n",
    "    - References: GAPDH, ACTG1, REL, ACTB, SLC4AIAP, YWHAZ, RPS13, NOP10, PGAM1, PPIA, GUSB, TBP, RPL13, HNRNPL, PCBP1, RER1, PLA2G4A, B2M\n",
    " \n",
    "- [PMC6580566: Tissue](https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6580566/):\n",
    "    - References: GAPDH, ACTB, TUBA1A\n",
    " \n",
    "**hkg_kidney_ref** = ['GAPDH', 'ACTB', 'ACTG1', 'REL', 'SLC4A1AP', 'YWHAZ', 'RPS13', 'NOP10', 'PGAM1', 'PPIA', 'GUSB', 'TBP', 'RPL13', 'HNRNPL', 'PCBP1', 'RER1', 'PLA2G4A', 'B2M','TUBA1A','HPRT1']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "f6268d1f-3885-480d-bf28-fec51ad4ebf6",
   "metadata": {},
   "outputs": [],
   "source": [
    "hkg_kidney_ref = ['GAPDH', 'ACTB', 'ACTG1', 'REL', 'SLC4A1AP', 'YWHAZ', 'RPS13', 'NOP10', 'PGAM1', 'PPIA', 'GUSB', 'TBP', 'RPL13', 'HNRNPL', 'PCBP1', 'RER1', 'PLA2G4A', 'B2M','TUBA1A','HPRT1']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "4bc144cf-52a9-4710-8ea0-6d4fcaa40abf",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Genes selected at the end of the analysis imported just for annotation in plots\n",
    "genes = ['AP2B1', 'CCNI', 'FBXO7', 'GUK1', 'UBB', 'UBXN6', 'VPS28', 'YBX3', 'MT-CO1']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "808c4a6d-e755-43bd-9cd4-a5065472a3a7",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Biomarkers to test the machine learning models. They were discovered at  PMC9231008 https://pubmed.ncbi.nlm.nih.gov/35526671/\n",
    "mkr = ['HOMER3','CD14','IFI27','ZEB2','IL18R1','DAAM2','GBP5','NKG7','PATL2','DGKH','SLAMF7']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d3bc3ff0-24a9-42aa-b682-73a7c6db43bf",
   "metadata": {},
   "source": [
    "# Calculating DEG usual housekeeping genes to verify changes in time and conditions"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "21c6e288-b66b-4ef0-965b-6846b325d6d5",
   "metadata": {},
   "source": [
    "## R Script to calculate DEG GSE86884"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "b2e7a248-f3cc-4729-bcc2-1dfd634bd0e6",
   "metadata": {},
   "outputs": [],
   "source": [
    "# %%R Script\n",
    "# library(\"tximport\")\n",
    "# library(\"readr\")\n",
    "# library(\"DESeq2\")\n",
    "\n",
    "# dir_0 = 'pre_posttransplant_PRJNA342822_GSE86884'\n",
    "# dir = paste0('D:/',dir_0,'/trimmed_salmon_quant')\n",
    "# metadata = read.csv(paste0('D:/',dir_0,'/metadata/metadata.csv'))\n",
    "# metadata$timeOfBloodDraw = as.factor(metadata$timeOfBloodDraw)\n",
    "# metadata$gender = as.factor(metadata$gender)\n",
    "# metadata$age_bins = as.factor(metadata$age_bins)\n",
    "\n",
    "# tx2gene = read_csv('D:/reference_files/homo_sapiens/gene_id2gene_nameWgene_lenght_biotype_gencode.v44.annotation.csv')\n",
    "\n",
    "# samples = metadata$Run\n",
    "# files = file.path(dir, samples, \"quant.sf\")\n",
    "# length(files)\n",
    "# txi = tximport(files, type=\"salmon\", tx2gene=tx2gene)\n",
    "\n",
    "# # Get only protein_coding genes\n",
    "# pc = tx2gene[tx2gene$Gene_type=='protein_coding',]$Gene_name\n",
    "# txi$counts = txi$counts[rownames(txi$counts) %in% pc,]\n",
    "# txi$abundance = txi$abundance[rownames(txi$abundance) %in% pc,] \n",
    "# txi$length = txi$length[rownames(txi$length) %in% pc,] \n",
    "\n",
    "# ddsTxi <- DESeq2::DESeqDataSetFromTximport(txi,\n",
    "#                                            colData = metadata,\n",
    "#                                            design = ~timeOfBloodDraw+gender+race+age_bins)\n",
    "\n",
    "# dds = DESeq2::DESeq(ddsTxi)\n",
    "# colnames(dds) = samples\n",
    "\n",
    "# altHypothesis = 'greaterAbs'\n",
    "# lfcThreshold = 0\n",
    "# cond1 = \"pre\"\n",
    "\n",
    "# for (cond2 in c('1w','3m', '6m')){\n",
    "#   res = DESeq2::results(dds, lfcThreshold=lfcThreshold, altHypothesis=altHypothesis,\n",
    "#                         contrast=c(\"timeOfBloodDraw\",cond1, cond2)) #\n",
    "  \n",
    "#   vsd = vst(dds, blind=FALSE)\n",
    "#   f = paste0('D:/pre_posttransplant_PRJNA342822_GSE86884/hkg/all_factors_',altHypothesis,'_',lfcThreshold,'_',cond1,'_vs_',cond2,'_') \n",
    "#   write.csv(res[order(res$padj),], file = paste0(f,'res.csv'), quote = FALSE)\n",
    "# }\n",
    "# f = paste0('D:/pre_posttransplant_PRJNA342822_GSE86884/hkg/all_factors_') \n",
    "# write.csv(assay(vsd), file = paste0(f,'pre_pos_vsd.csv'), quote = FALSE)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "96fba772-f725-41cd-bc10-6e5d7934927a",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/mnt/d/hkg_wsl_env/lib/python3.12/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log10\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/mnt/d/hkg_wsl_env/lib/python3.12/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log10\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/mnt/d/hkg_wsl_env/lib/python3.12/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log10\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/mnt/d/hkg_wsl_env/lib/python3.12/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log10\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/mnt/d/hkg_wsl_env/lib/python3.12/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log10\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/mnt/d/hkg_wsl_env/lib/python3.12/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log10\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n"
     ]
    }
   ],
   "source": [
    "path = './pre_posttransplant_PRJNA342822_GSE86884/hkg/'\n",
    "res_dict = {f.replace('_res.csv',''):pd.read_csv( os.path.join(path,f), index_col=0 ) for f in os.listdir(path) if f.startswith('all_factors') and f.endswith('res.csv')}\n",
    "for res in res_dict.values():\n",
    "    res['log10baseMean'] = np.log10(res.baseMean)\n",
    "    res['-log10padj'] = -np.log10(res.padj)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "017c986e-bcd3-4346-a5a5-986db0fceaee",
   "metadata": {},
   "source": [
    "## Fig 1B: Clustermap"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "500ddd1a-3c41-4126-bd42-12cdc52c251b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1670x835 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_meta_cl = pd.read_csv('./pre_posttransplant_PRJNA342822_GSE86884/metadata/metadata.csv')[['Run','timeOfBloodDraw']].set_index('Run')\n",
    "df_vsd = pd.read_csv('./pre_posttransplant_PRJNA342822_GSE86884/hkg/all_factors_pre_pos_vsd.csv', index_col=0).loc[hkg_kidney_ref,:]\n",
    "df_meta_list = []\n",
    "for tp in ['pre','1w','3m','6m']:\n",
    "    aux = df_meta_cl[df_meta_cl.timeOfBloodDraw==tp]\n",
    "    Z = sch.linkage(df_vsd.loc[:,aux.index].T, 'ward')    \n",
    "    aux = [aux.index[int(l)] for l in sch.dendrogram(Z, no_plot=True)['ivl']]\n",
    "    df_meta_list.append(df_meta_cl.loc[aux,:])\n",
    "    del(Z)\n",
    "Run_order = pd.concat(df_meta_list).index\n",
    "\n",
    "df_meta_cl['timeOfBloodDraw'] = df_meta_cl.timeOfBloodDraw.map(dict(zip(['pre','1w','3m','6m'],colors__)))#\n",
    "df_meta_cl.columns = ['Time Point']\n",
    "df_meta_cl = df_meta_cl.loc[Run_order,:]\n",
    "df_vsd = pd.read_csv('./pre_posttransplant_PRJNA342822_GSE86884/hkg/all_factors_pre_pos_vsd.csv', index_col=0).loc[hkg_kidney_ref,Run_order]\n",
    "sns.set_theme(style=\"whitegrid\", font_scale=1.7)\n",
    "g = sns.clustermap(df_vsd, z_score=0, cmap='bwr',#'seismic',#\n",
    "                   col_colors=df_meta_cl, col_cluster=False, method='ward',tree_kws={'lw':2},\n",
    "                   dendrogram_ratio=.1, cbar_pos=(1.0, 0.8, 0.1, 0.025), figsize=(16.7,8.35),yticklabels=1,cbar_kws={\"orientation\": \"horizontal\"}) \n",
    "g.ax_heatmap.axvline(32, lw=1, color='black', ls='--')\n",
    "g.ax_heatmap.axvline(63, lw=1, color='black', ls='--')\n",
    "g.ax_heatmap.axvline(81, lw=1, color='black', ls='--')\n",
    "g.ax_heatmap.set_xticklabels([])\n",
    "for label in g.ax_heatmap.get_yticklabels():\n",
    "    # label.set_fontsize(8)#, style='italic')\n",
    "    label.set_fontstyle('italic')\n",
    "g.ax_heatmap.set_xlabel('Samples')\n",
    "g.ax_cbar.set_title('z_score')\n",
    "legend_TP = [mpatches.Patch(color=c, label=l) for l,c in zip(['pre','1 wk','3 mo','6 mo'],colors__)]\n",
    "l2=g.ax_heatmap.legend(loc='center left',bbox_to_anchor=(1.12,.45),handles=legend_TP,frameon=False)\n",
    "l2.set_title(title='Time Point')\n",
    "\n",
    "\n",
    "g.savefig('./draft/FIG1B_heatmap_usual_hkg_timepoint.pdf', bbox_inches='tight', format='pdf', dpi=300)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9b9089b8-8169-4389-b268-5125d99f9e35",
   "metadata": {},
   "source": [
    "## Fig 1A: Barplot logfold change"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "91f08e8e-b8a0-47e9-beac-ad670e76678f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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35D7oM7A/vL29b8oz5HI5z3giopuC4akZEQQBly5dAmB96R1QVUbcqHfvqspO9iz30+l0OHbsGICqMruWwlPnzp2hUCisPnvZsmUQBAHBwcGYNm0agKrZrODgYOTl5XHfExE1C2bnPOn18FYqUFBUjPhLmbh/cOOuuFcu6FEskcPb2xs+Pj7OHg4RUZ0wPDUjqamp4uyRtQCUlpaGDRs2AKiaYbIUnqzNPK1ZswbZ2dkAgEceecTsmrHMua39TufOncO+ffsAAC+++CI8PT3Fa2FhYQxPRNRsmJ3zJAj4Yut+XEjLwgsTRzp7aEREzRqr7TUjxoIPgHl40ul0uHbtGjZu3IhHH30UKpUKCoUCCxcuhJubm9m9rVu3NltmoVar8c8//2DOnDn44IMPAADR0dGYPHmy2ObatWsoKioCYDs8GQ/Q7dy5Mx566CGza8bxmgZAIqKmyuycp8Ii5BQUY82cp9C3e6izh0ZE1Kxx5qkZMT3kdurUqVbbBQUFYdmyZYiJialx77Vr19C1a1er98bGxmLp0qVwd3cX37OnWERcXBxOnToFAJg1axak1TYRh4eHA6haepienm5z2SERUWN37NgxLFq0CL169UJQgD9aBfnhqf9bgxcfGok+kQxQRETOwvDUjJiGmOp8fHwQGRmJ4cOHY+LEiWbr0HNyclBYaLk0rlQqRUhICGJiYjBu3DgMHjwYEol5RSjT51oKXjqdDh9++CEAoE+fPhg5suayFGN4Aqoq7jE8EVFTZjznydfXF99v3ojpE0agoLgE8SlXGJ6IiJyI4akZMYaYu+66C4sXLxbfd3d3N6toZ+0+AFixYgUGDhwIoKoKlIeHh93PbdmyJQIDA2tc/+GHH3D58mUAwP3332+2vNBIq9WKr5OTkzFmzJhan0tE1FhVP+cJADq1boFOrVs4c1hERM0ew1MzkZubi4KCAgBAjx494OXlZfe9puEpOjq6Tvea3m9pv1N5eTlWrFgh/n7+/Pm19me6/JCIqKmb+++XUVJZDgE6Zw+lQWh0BmhkWqhUqgbrk6XJiehWYXhqJkxnc2o7pNbavYGBgQgJCanTveXl5bhy5QoAy+Fp7dq1yMvLq1OfrLhHRM2FXq9HTjmQVebZpA7JlcoqUPD78Rr7W+srwNsDo4bEMkAR0U3H8NRMmM7W2Kp4Z4lx5qiuoQuoCjp6vd7i/Tdu3MCaNWsAAP/617+waNEim30tXboUq1evxtWrV6FSqW7a4YpERK7Czc0Nn61YgScXroDUvfZl0o2FQeqGPGnDfAti0GoAVSkEQWB4IqKbjuGpmTAGoLrOHqnVamRkZACwXOzB3udaun/58uUoLy+HUqnEiy++WGtfnTt3BgAYDAakpKSYVQMkImpKTA/J1et1kHt4oriwEFkp/yBm6L3OHp7raRorGomoEWB4aiZs7TuyxdbMUV2eq1Qq0alTJ/H9tLQ0/PjjjwCAxx9/3K5AZwxPxnExPBFRU1X9kNwDP6xH1qUkjHjkKWcPjYioWeMhuc1AZWUl0tPTAdR/yR7gWHjq0qWL2dr2ZcuWQavVwt/fH88884xdfYWFhYmvue+JiJoy00NyiwoLUHwjF9Pe+RShPfhDIyIiZ2J4agaSk5Oh01WtaahrADKGH3d3d7OZH3sYDAYx5JiGtjNnziAuLg4AMH36dPj6+trVn6+vL1q0qCrTy4p7RNSUHTt2DKNHj0b79u3hHxAIvxYhWDv/JaRfOOvsoRERNWtcttcMREVF1TtszJs3D/PmzavXvRKJBGfOnKnxfu/eves9nmPHjtXrPiKixsT0kNyNm7/D8IeeQElRETKTz6NT917OHh4RUbPF8ERERORiTA/JdZNKAa2AoBbBCGoxDAaN2smjcy0GrQZoOlXcicjFMTwRERG5KLlcjrnz34FUUgqprsLZw3FNkqpznuRyubNHQkTNAMMTERGRi3J3d0fPruHo3LkzPDyazjlPDU0ul/OMJyK6JRieiIiIXJhcLoe3tzc8PT2dPRQiomaP1faIiIiIiIjswPBERERERERkB4YnIiIiIiIiO3DPExERkQsTBAEqlUo87JyajoqKCqjVan5964FFQshZGJ6IiIhcVGVlJdJSLuNGVg5kMqmzh0MNTKvVobi4CIXXbvDrW0cKTyUGDo5lgKJbjuGJiIjIRQmCgLkL5mHzh2vg7cFqe02NVqtFvtoNQZ5BkMn4LZm91IIGOeVFEASB4YluOf4/lYiIyMVs2rQJ/fr1g5+fH3RaHZRyBXLychF/8TzGjRzj7OFRAxHcBLjLFPBQKHnIb10Jzh4ANVcMTy5ixowZOHToUI335XI5goOD0bt3b0ydOhVRUVF17kMmkyEgIAAxMTF44okn0LdvX6t9lJeXY/v27Th8+DASExNRWFgojiEkJAR9+vTBoEGD0KtXrxo/JVOr1bhw4QISEhKQkJCA8+fPIz09HQaDAXfeeSdWr15t88+gtLQUBw4cwNmzZ3H+/HncuHEDhYWF0Ol0aNmyJfr27YvHH38cPXr0sNkPEVFj16FDB8ycORO33XYbBK2AVZvW4p/kRMycMt3ZQyMiatYYnlzExYsXLb4vCAKuXr2Kq1evYs+ePXj33Xcxfvz4OvWh1WqRl5eHX3/9Fb/99hvmzp2Lxx57rEa7gwcP4u2330Z+fr7Z+xqNBmVlZUhPT8fx48excuVK7Ny5ExEREWbtli1bhg0bNlgcQ7du3Sy+b2rv3r2YM2eOxWtZWVnIysrCjh07MG/ePDz66KO19kdE1FjFxsZi9+7dmDJlCvILCnA9Lwfr318JNzcWySUiciaGJxdQVFSE69evAwBeeuklTJ06FQBgMBhw7do1bNu2DevWrYNOp8OCBQswaNAgtGzZ0mofL7/8Mp544gnxWm5uLvbs2YOVK1dCEAS89957GD58OFq3bi222bFjB958803o9XqEhoZi6tSp6NevH1q0aAG1Wo2MjAwcP34cO3fuRG5uLsLCwmp8jsTEREilUoSFhSEqKgoeHh749ttvAdgXnjIzM3HXXXdhwIABCA8PR8uWLeHn54f8/HzExcVh5cqVqKysxLvvvovY2Fi0b9++bn/QRESNxLFjx7Bo0SL06tULQYGBaB0cgqlvPo+XHp+BvlExzh4eEVGzxfDkAkxnjLp16wYvLy/x9126dMGbb74JlUqFLVu2QK1WIy4uDpMmTbLaR/fu3c36CA0NxfPPPw+NRoNVq1ZBEATExcVhypQpAIDs7GzMmzcPer0ew4YNw6effgqFQiHe7+fnh5CQEPTv3x8vvPACzpw5A6m0ZlWgt99+G6GhofDw8AAAfP/992afqzavvvoqJBJJjfcDAgIQHh4Ob29vLFq0CIIg4NixY3jkkUdq7ZOIqDHKyMjAihUr4Ovri+83f4dnJ01DQWEhzl1MYHgiInIihicXYBp8wsPDLbYZM2YMtmzZAqBqhsZWH126dLHYx6hRo7Bq1SoAVf8wG23cuBEVFRWQy+V49913zYJTdW5ublb3THXv3t3imNzd3dGpUyerfRpZCk6mTJ8rCNwpSkRNl/EHZLm5uZBKpSgqL4WPnw9ibx+I/NJCJ4+OGopWq0OJugxSlQIymRRSNykUMhaOqI1a0Dh7CNSMMTy5ANOQYW0pWkhIiPjaUkUeYx9eXl5o27atxT4CAgIsvn/8+HEAQKdOnRAUFGT/wGuRlJQEoCoQNkQJ1uzsbPE1i0YQUXOg1+vx6gszkJh+Cm5utn/ARI2PXm+AIAiQ35DDzU0CicILIa07QWZhdQeZU3iyQiE5B8OTCzAGn9DQUKubgXNzc8XXXbt2tdpH9SIOpox7ogCY7ZkqLKz6KWZ+fn7VX+IN9JeRMTzZs2SvNhUVFVi5ciWAqhmo3r17O9wnEZGrc3Nzw0crPsO6udPg6c5vFJsanVaLgqJiBPr7QyuR4YbcB30G9oe3t7ezh+by5HI5z3gip2B4cjJBEHDp0iUAsFiEwSguLg4A4O/vj2HDhlntw9qSPQA4cuSI+No0fLRq1QrZ2dkoKCjA66+/jldeeQWhoaF1/zAmMjMzoVKpANQ/PGk0Gly9ehWnTp3Cl19+iYyMDPTp0weffPKJQ2MjInJ1Zuc86fXwVipQUFSM+EuZuH8wf3jUVAiCGyrLpfD1dIcAKYolcnh7e8PHx8fZQyMiKxienCw1NVXcv2MtPJ05cwabN2+GRCLBggUL4Olpfsq8aR/WwlNaWppYRjwiIsIsPE2cOBGnT58GUFUufO/evejWrRsGDhyIO+64A3fccQfc3d3r9LmMs05A3cJTXl4eYmNja7wfFRWFRYsWYfz48ZymJ6Imz+ycJ0HAF1v340JaFl6YONLZQyMiatYYnpwsMTFRfN2uXTuUlZUBqCpTnpubi3379uGLL76Al5cX5s2bh3vvvddmH6bhSafTITc3FwcOHMDy5cuhUqmgUCiwcOFCs+WBEyZMQE5ODr788kuUl5cDqFoGePHiRaxduxZeXl6YMGECnn/+eQQGBtr1uUwLWFhaZmjNhQsXLL6fl5cHnU7H4EREzYLZOU+FRcgpKMaaOU/xnCciIidjeHIy0xmaN954w2Kb6OhofPXVV/D396+1D+MZUZYEBQVh2bJliImpWeb2ueeew6RJk7B7924cPHgQJ0+eFINUWVkZNmzYgF9//RWbNm1Cu3bt7P5cbdq0gZ+fX63tjQYNGoQzZ84AAAoKCpCcnIwvv/wSZ8+exYIFC6BWq/Hkk0/a3R8RUWNkds5TgD9aBfnhqf9bgxcfGok+kY4tqyYiovrjj7CczHSGxpr4+HgsXbq0Xn34+Pigf//+mD17Nvbt24eBAwdabevn54dHH30UX375JY4fP46vv/4aDz/8sFi6PCcnB0uWLKl1vMD/wlNdZp0AQCaTwcvLC15eXmjfvj1GjBiBb775BpGRkQCAzz//HFqttk59EhE1NsZznl577TXI5XJMnzAC858Zj+w8liknInImzjw5mTH4DBo0CGvXrgVQtWQvLy8PBw8exOLFi1FeXo5t27ZhxowZ6NChg9U+7rrrLixevFh8393dvd4lwhUKhbjfaezYsXj88cdhMBhw9OjRWu8tKyvDlStXADRMpT13d3fce++9SExMRFFREa5du2a1pDsRUVNQ/ZwnAOjUugU6tW7hzGERETV7DE9OlJubi4KCAgDmB8xKJBK0bNkSDz/8MABg3rx50Ov1+PnnnzFz5kyrffTo0QNeXl4NPs7+/fujQ4cOyMjIQHl5OfR6vc1198nJyTAYDAAaJjwBMPtcnHkiouZk7r9fRkllOQTonD0UamA6rR6lghtkFXroJBJoZFqxUq29WLKb6NZieHIi00IPpuHJ1Pjx4/HBBx+guLgY+/btqxGeTPswLm27GYwzWAEBAbVuWK5vpT1bjJ9TJpOhdevWDdInEZGr0+v1mLv4Y8yY+QoPyW2C9Ho5BI0Uco0Cbm4SSGUVKPj9uDjbaI8Abw+MGhLLAEV0izA8OZFpyOjRo4fFNgqFAsOHD8dPP/2ElJQUZGVlmRVsuBlBpbqMjAykpqYCAAYMGFBre+MyQk9PT4vLDOsqJycHu3fvBgAMGTKE/0AQUZNnes6T3iCBENINRQX5yL58EdGxLFfeVOi0WhQUFiIwIABSmQwGqRvypPZ/a2bQagBVKQRB4L+NRLcIw5MTGUOGt7e3zZBhDE8AcPjwYTz22GM1+ggMDERISEidnr906VKMHj3aanADgMLCQsyaNQsGgwFubm6YNm1arf0aA11ERESts1Tnzp3DbbfdZvV6bm4unn32WZSXl0Mul+OFF16o9flERI2d6TlPWq2A33/ZgqxLSRjxyFNQevs6e3jUQARBgLRcDYWXT/2P4uBqTqJbiuHJiYzBp3v37pBIrC/HiI2NhUKhgEajwcGDBy2Gp7rOOun1emzatAmrV69G//79MXr0aMTExKBly5aQSCTIzs7G0aNH8c033yA/Px9AVSn1nj17mvVTXl6O5ORks/eMvw8ICMDZs2fF9/38/BAaGmp27yOPPILo6Gjcd9996N27N1q1agUAyM7OxuHDh7FhwwYUFRVBIpHg7bffthn0iIiaCtNznooKC1B8IxfT3vmU5zwRETkZw5OTVFZWIj09HYD1/U5Gnp6euOOOO3DkyBGcOHECFRUV8PDwMOujruHp2rVr0Gg0AIATJ07gxIkTVtv6+/tj7ty5GDt2bI1rv//+O1566SWL9x08eBAHDx4Ufz958mTMnTtX/P3Fixeh1+tx9uxZs5BVXUBAAObNm4fRo0fX9rGIiJoE03Oe/AMC4dciBGvnv4SRjz6NTt17OXt4RETNFsOTkyQnJ0Onq5prry08AcCIESNw5MgRVFZW4o8//sCIESPM+qhrsYi2bdvi6NGj4oG4SUlJyM7OhkqlgkwmQ2BgILp164bBgwfjvvvug7e3t8V+Lly4YPczIyIizH7fvXt3fP755zhy5AjOnTuH3NxcFBYWQqFQIDAwEBERERg8eDDGjh0LHx+fOn0+IqLGzHjOk6+vLzZu/g7DH3oCJUVFyEw+z/BEROREEoOxpjRRM5GQkAAAiIqKcvJIbp3y8nIkJiYiMjISnp6ezh4ONTB+fZuu3Nxc9LtjAKYvWQuFJ3+I1NQIgoC8vDwEBwfXa8+TQaNGK10+xt81lD9kdEH8u7nxqMv3hlw8TURE5MJemT239kZERHRLcNkeERGRq9MKMGjUzh4FNTCDVoBEJ8AgqGEw1L1snkGrAXj8F9EtxfBERETkouRyOXzcZfCXlEKqq3D2cKiB6XRaeEqK4a8DpJJ6fEsmqTokt95lzomozhieiIiIXJS7uzt6dg1H586d4eHh4ezhUAOrqKhASkoKunTpUu+vr1wu5wG5RLcQwxMREZELk8vl8Pb25obzJkgqlUKpVPLrS9SIsGAEERERERGRHRieiIiIiIiI7MBle0RERC5MEASoVCrxUHRqOioqKqBWq/n1baL49a0/V97Lx/BERETkoiorKzFl8mR8tPgDyGRSZw+HGphWq0NxcREKr93g17cJ4te3/hSeSgwcHOuSAYrhiYiIyMVs2rQJ/fr1g5+fH7SCFiFyP9wouIHzSYkYO/xuZw+PGohWq0W+2g1BnkGQyfgtWVPDr2/9qAUNcsqLIAgCwxMRERHVrkOHDpg5cyZuu+02CFoB6374Fv8kJ2LmlOnwdGfJ8qZCcBPgLlPAQ6HkWU1NEL++DhCcPQDrWDCCiIjIxcTGxmL37t3IyspCfkEBruflYP37K9Evurezh0ZE1Kxx5snFzJgxA4cOHarxvlwuR3BwMHr37o2pU6ciKiqqzn3IZDIEBAQgJiYGTzzxBPr27VujzfXr1zFkyBAAwKxZszB9+nS7x65Wq3HhwgUkJCQgISEB58+fR3p6OgwGA+68806sXr3a5v2lpaU4cOAAzp49i/Pnz+PGjRsoLCyETqdDy5Yt0bdvXzz++OPo0aOH3WMiImqMjh07hkWLFqFXr14ICgxE6+AQTH3zebz0+Az0jYpx9vCIiJothicXc/HiRYvvC4KAq1ev4urVq9izZw/effddjB8/vk59aLVa5OXl4ddff8Vvv/2GuXPn4rHHHjNrk5SUJL7u2rVrnca+bNkybNiwweK1bt261Xr/3r17MWfOHIvXsrKykJWVhR07dmDevHl49NFH6zQ2IqLGJCMjAytWrICvry++3/wdnp00DQWFhTh3MYHhiYjIiRieXEhRURGuX78OAHjppZcwdepUAIDBYMC1a9ewbds2rFu3DjqdDgsWLMCgQYPQsmVLq328/PLLeOKJJ8Rrubm52LNnD1auXAlBEPDee+9h+PDhaN26tdjGNHjZE3hMJSYmQiqVIiwsDFFRUfDw8MC3335rd1+ZmZm46667MGDAAISHh6Nly5bw8/NDfn4+4uLisHLlSlRWVuLdd99FbGws2rdvX6fxERE1FpMmTQJQ9fe29P9X6erUrgM6tevgzGERETV7DE8upHpw8fLyEn/fpUsXvPnmm1CpVNiyZQvUajXi4uLEf2At9dG9e3ezPkJDQ/H8889Do9Fg1apVEAQBcXFxmDJlSo37/f39ERISUqfxv/322wgNDYWHR9Vm5u+//97s89Tm1VdfhUQiqfF+QEAAwsPD4e3tjUWLFkEQBBw7dgyPPPJIncZHRNQYvfOfec4eAhER/X8MTy7ENPiEh4dbbDNmzBhs2bIFQNVMja0+unTpYrGPUaNGYdWqVQCqloZYur+us05AVViz1Je7uzs6depU6/2WgpMp0z1aguDCZViIiBqQTq9HUXkpBL3W2UOhBqbV6lCiLoNUpWhW5wBJ3aRQyJp+9TmtVotKrQYVGjX//1sHakHj7CHYxPDkQkzDhrUlaaazQZbKXhr78PLyQtu2bS32ERAQYPH9yspKMUzVJzxVZ9w/FR4e3iDnG2RnZ4uvWTSCiJoDvV6P0pI8JBZfhZub7R8wUeOj1xsgCALkN+TN6usrUXghpHUnyKRNOzBqtToUVxZBVa5vVuG4ISg8Xbe8O8OTCzEGn9DQULi5Wa4in5ubK762VNDB2EdERITV5xj3RAEw2zOVnJwMnU4HoGHDU0P0VVFRgZUrVwKomoHq3Zvleomo6XNzc8NHKz7DurnT4Onumt9IUP3ptFoUFBUj0N8f0mYwEwMAlToDbsh90Gdgf3h7ezt7ODdVRUUFUlJS0KVLF3FLA9lHLpe75AG5AMOTyxAEAZcuXQIAhIWFWW0XFxcHoGpP0rBhw6z2YW3JHgAcOXJEfG0aQkyX/NW10l51mZmZUKlUAOofnjQaDa5evYpTp07hyy+/REZGBvr06YNPPvnEobEREbm6TZs2oV+/fvDz84NOr4e3UoGComLEX8rE/YP5w6OmQhDcUFkuha+nu8v+lL2hlQt6FEvk8Pb2ho+Pj7OHc1NJpVIolUp4e3vD09PT2cOhBsLw5CJSU1PFfTzWwtOZM2ewefNmSCQSLFiwoMb/EU37sBae0tLSxHLiERERZuHJOFMkk8ms7rmyl2nJ87qEp7y8PMTGxtZ4PyoqCosWLcL48eObzT8wRNR8dejQATNnzsRtt90GQRDwxdb9uJCWhRcmjnT20IiImjWGJxeRmJgovm7Xrh3KysoAVJUpz83Nxb59+/DFF1/Ay8sL8+bNw7333muzD9PwpNPpkJubiwMHDmD58uVQqVRQKBRYuHCh2fJA48xT586doVAoHPo89Z3FunDhgsX38/LyoNPpGJyIqFmIjY3F7t27MWXKFOQXFiGnoBhr5jxldUk3ERHdGgxPLsJ0puaNN96w2CY6OhpfffUV/P39a+3DeEaUJUFBQVi2bBliYswPWjTe7+iSPdO+2rRpAz8/P7vvGzRoEM6cOQMAKCgoQHJyMr788kucPXsWCxYsgFqtxpNPPunw+IiIXNmxY8ewaNEi9OrVC0EB/mgV5Ien/m8NXnxoJPpEhjp7eEREzRZ/hOUiTGdqrImPj8fSpUvr1YePjw/69++P2bNnY9++fRg4cKDZ9atXr6KkpARAw4anuvYlk8ng5eUFLy8vtG/fHiNGjMA333yDyMhIAMDnn38OrZblPomoacvIyMCKFSvw2muvQS6XY/qEEZj/zHhk5xU6e2hERM0aZ55chDH4DBo0CGvXrgVQtWQvLy8PBw8exOLFi1FeXo5t27ZhxowZ6NCh5inzxj7uuusuLF68WHzf3d291lLh1Q/odURZWRmuXLnSIH0BVeO/9957kZiYiKKiIly7ds1qKXcioqbAeAB6bm4u3NzcUFKph49fAAb1DUB+uc7Jo6OGotPqUSq4QVahh1RoHl9Xjc4AjUwrFpWylytXX6PmheHJBeTm5qKgoACA+UGzEokELVu2xMMPPwwAmDdvHvR6PX7++WfMnDnTah89evSAl5dXncbQkOEpOTkZBoOhQfoyMv08nHkiouZCr9dD0ANH8z2b1TlAzYVeL4egkUKuUTSrr69UVoGC349DWodzngK8PTBqSCwDFDkdw5MLMC30YBqeTI0fPx4ffPABiouLsW/fvhrhybQP4xK3ujCGp6CgIAQHB9f5flP1rbRni/HzyWQytG7dukH6JCJyVaalyvUGCYSQbigqyEf25YuIjmXFvaZCp9WioLAQgQEBkDbAYfKNhUHqhjyp/Z/XoNUAqlIIgsDwRE7XfP6f6sJMw0aPHj0stlEoFBg+fDh++uknpKSkICsrC+3atbPYR30CS0MWizAGMU9PT4vLC+sqJycHu3fvBgAMGTKEf3ESUZNnWqpcqxXw+y9bkHUpCSMeeQpKb19nD48aiCAIkJarofDyYTXZ2jSPVY3UCLBghAswhg1vb2+bYWP48OHi68OHD1vsIzAwECEhIXV6fkVFRYPuUTIGsYiIiFrL6p47d87m9dzcXDz77LMoLy+HXC7HCy+84PD4iIhcnbFUeVZWFooKC1B8IxfT3vkUoT1iar+ZiIhuGs48uQBj8OnevTskEutrnmNjY6FQKKDRaHDw4EE89thjNfqoT/hJTk6GXq8HACiVSiQkJNhs37JlSzGglZeXIzk5uUZ/ABAQEICzZ8+K7/v5+SE09H8ldsvLy/HII48gOjoa9913H3r37o1WrVoBALKzs3H48GFs2LABRUVFkEgkePvtt63OzBERNSWmpcr9AwLh1yIEa+e/hJGPPo1O3Xs5e3hERM0Ww5OTVVZWIj09HYD1/U5Gnp6euOOOO3DkyBGcOHECFRUV8PDwMOujPuHJtFjEypUrsXLlSpvtFy1ahH/9618AgN9//x0vvfSSxXYHDx7EwYMHxd9PnjwZc+fONXuuXq/H2bNnzUJWdQEBAZg3bx5Gjx5tz8chImr0jKXKfX19sXHzdxj+0BMoKSpCZvJ5hiciIidieHKy5ORk6HRVC3lrC08AMGLECBw5cgSVlZX4448/MGLECLM+HCkWYS/TZ1y4cMHu+yIiIsx+3717d3z++ec4cuQIzp07h9zcXBQWFkKhUCAwMBAREREYPHgwxo4dCx8fnzqNkYioMTMrVf7/K5K1aNMeLdrwmAYiImeSGIw1pYmaCeOyxKioKCeP5NYpLy9HYmIiIiMj4enp6ezhUAPj17fpys3Nxcbtu1EeGAqFJ3+I1NQIgoC8vDwEBwezYIQNBo0arXT5GH/X0Eb1w1T+3dx41OV7Q848ERERuTqtAING7exRUAMzaAVIdAIMghoGA8vJWWPQaoDmcwwWuTiGJyIiIhcll8vh4y6Dv6QUUl2Fs4dDDUyn08JTUgx/HSCV8FsyqyRVh+Rydo5cAf+fSkRE5KLc3d3Rs2s4OnfuDA8PD2cPhxpYRUUFUlJS0KVLF359ayGXy3nOI7kEhiciIiIXJpfL4e3tzT0TTZBUKoVSqeTXl6gR4SG5REREREREdmB4IiIiIiIisgOX7REREbkwQRCgUqnE8/wA7v8gInIWhiciIiIXVVlZibSUy7iRlQOZTCq+r/BUYuDgWAYoIqJbjOGJiIjIRQmCAL1GixBfP3h7VBUUUAsa5JQXQRAEhicioluM4YmIiMjFKeUKeLqblLIWnDcWIqLmzKGCEYIgIC0tDWlpadBoNDWuazQavP/++xg6dChuu+02jB07Fps2bXLkkURERERERE7h0MxTXFwcXnvtNfj6+uLIkSM1rs+cOVN832Aw4NKlS1i0aBEyMzPx5ptvOvLoJmPGjBk4dOgQ2rdvj7i4uFrb33vvvUhNTcXAgQOxbt068f2EhARMnDjR4j2enp7o1KkTRowYgSeffBJeXl412ixcuBAbN26s8b5MJkNAQABuu+02TJ48GQMGDKjRZu3atXj//fdrHbs1U6ZMwZw5cwAAKpUK58+fR0JCgvi/2dnZAIBHHnkE77zzTr2fQ0RERETkCIfC07Fjx2AwGDBixAi4u7ubXfv9999x+PBhSCQS+Pr6olu3brh48SKKi4vx9ddfY8yYMejZs6dDg28KLl68CAAIDw+vta1Go8GVK1cAAN26dbPYjyXl5eW4cOECLly4gN27d2PTpk3w9/e3636tVou8vDzExcUhLi4OL7/8Mp5//nmzNufPn6917Lb06NFDfP3666/j4MGDFttV/8xERERERLeSQ+EpISEBEokE/fv3r3Ft69atAIDWrVvjxx9/RGBgIPLz8/Hwww8jOzsbW7ZsafbhqaioCNevXwcARERE1No+NTUVWq0WANC1a1eza0lJSQAADw8PHD16FBKJBEBV4Lp48SKWLl2Kf/75B5cvX8bHH3+MBQsWiPcaDAbx/okTJ+I///mPeC03Nxe//fYbli9fDo1Gg08//RRDhw5F9+7dxTb//e9/sWjRohrjvXLlCh544AEAwFtvvYWHHnrI4ucy3fB88eJFyOVydO3aFT179kR5eTl27NgBgOGJiIiIiJzLoT1PBQUFAICOHTuavW8wGPDnn39CIpHgscceQ2BgIAAgKCgIkydPhsFgwN9//+3Io5sE09meLl261No+OTlZfG1t5iksLAze3t7w8vKCl5cXAgICMGDAAKxevRq+vr4AgD179sBgMIj3ZmVlQaVSAagKZcZ7vby8EBoaiunTp+OFF14AUPW13bVrl9mzlUql2T3GXxkZGWKbnj17Wmzj5eUFqfR/5XeXL1+OM2fOYOvWrXjnnXfQunVrAIBEIrErYBIRERER3SwOzTwVFRUBqJrtMHX58mUUFxdDIpFg2LBhZtciIyMBAFevXnXk0U1CfcOTXC5HWFiY2TXjzJG1gBEYGIg+ffrg4MGDKCoqQklJCfz8/GqMw9rywTFjxuCjjz4CAGRmZtY6VtMxATVnyqyJiooy+71xbB06dLC4V4uIqKnT6fUoKi+FoK9aeVApCNBoBfGHXq6Eh/cSUVPnUHiSSqXQarViiDI6ffo0ACAgIACdO3c2u2b8hr2ystKRRzcJxmAgk8lq/DlZkpKSAqAq4MjlcvH9rKwslJSUALAdwgICAmyOA0CNUGYUEhIivjZ9ti3G8NS2bVv4+PjYdY+1Prhkj4iaI71ej9KSPCQWX4Wbm0R8300qxekjxWYz967A3dsfA4eOYoAioibLofDUsmVLZGZmIjExEXfccYf4/qFDhwAAvXv3rnGP8Sdl1r6Rb05MZ1UUCkWt7Y3hyVaxCFtL23JycgAA7u7u4hI+0/t9fHzMQpKp3Nxc8bW9s0jGfuu73M50T5i9zyQiakrc3Nzg4ylDqHsFPN3/94MrqZsBUrc8wGDj5lusUmtAngo8vJeImjSHwlOvXr1w5coVbNy4EePGjUNgYCDi4+Px+++/QyKRYNCgQTXuSU1NBQC0aNHCkUc3eoIg4NKlSwDsW7KnUqnEpY62wpO1vkpLS8V9Zr179xYLSpjeb23WCYBYRl0ul2Ps2LF1Gm99g4/p5+LMExE1V25ubvBWKuDrWfsP2ZxL7+wBEBHddA6Fp3/961/YsWMHsrOzMXLkSHTq1AmXL1+GVquFt7c3xowZU+OekydPArAvMDRlqampEISqI+I9PDxw6tQpm+3T0tLEIg/WKu35+flZnTlatmwZysvLAVSdl2SkUqnEc5Sshaf09HSsXLkSAPDaa6+hTZs2NsdqHJO18drLdM8UwxMREREROZtD4alv376YOnUq1q9fL54lBFRVRnv77bfNloYBQEVFBQ4ePAiJRGLxsNXmJDExUXy9fft2bN++3e57qwcJY1/VA2l5eTkSExOxdu1aceZoxIgRuPvuu8U2Fy9eFENOhw4dUFZWBqCqql5hYSEOHTqEzz77DIIg4K233sLUqVPtGqPprJGjM08+Pj5o27ZtvfogIiIiImooDoUnAJg9ezZuv/127NmzBzdu3EBISAgefPBB9O3bt0bbgwcPwtfXF76+vhg4cKCjj27UTGdV6qJVq1Zm+8VUKhWysrIAAKdOnbIZVO6//34sXLjQ4pI9APjoo4/EinqmOnXqhNWrV6N9+/Z2j9P4+ZRKJTp16mT3fZb64KwTEREREbkCh8MTAAwbNqxGSXJLRo8ejdGjRzfEIxs9Y2jx9/fH8ePHa23/yCOP4O+//64RJEyXx1Unl8vRpk0b9OnTBw899JDFAh6m4cma9PR0zJ07F+vXr6+1rZGxrHp4eHi9qkHpdDpxTxjDExERERG5ggYJT1R3xtBiPPfKFr1eb3UWxjT8bN26FaGhoQCqysjbU+3IeH+nTp2wb98+8f38/Hz89ddfeO+995CXl4c///wTx48fx+23315rnwaDQRxvfZfspaWlieXsWWmPiJoznd6Akko9BOjsai9zA+RSSe0NG1il1gDYd5IFEVGj1eDhyWAwoKioCGq1Gi1btnS5MyhcQW5uLgoKCgAA3bt3r7V9amqqWOzBWrEIpVKJyMjIOv1563Q6sfx59XEEBQVhzJgx8PPzw1NPPQUA+Omnn+wKT5mZmVbHay9W2iMiqvrhWU45kFXmaXbOky1ecjeEtvSDTOp2k0dXjbzqnCd7zwIkImqMGiQ86fV67NixAz/++CPi4+MhCAIkEgl27NiB8PBwsd3Bgwdx8uRJ+Pr64tlnn22IRzdKpsUievToUWv7f/75R3xtq1hEXYNqeno61Go1AOshLjY2Fl26dEFKSgr2798PrVYLmcz2fzam+7kcrbQnlUqbfWVGImq+3NzcIPXyQ7lXa0jdPWq/QauBl5sKfQcPgLe3980fYDVyuZxnPBFRk+ZweCosLMTMmTNx+vRpq3tvjFq3bo21a9dCIpFg6NChzXZGwTRc2BOejFUMPTw8zIov6PV6cebInuV/1ZnO7tgax913342UlBSUlJTg9OnTtc4+NWSlvU6dOvEfYiJq1tzc3CD38ITC06fWtgaNGnJdJby9veHjU3t7IiKqG4fm9A0GA2bOnIlTp05BIpHgnnvuwdy5c62279atG6KiogAA+/fvd+TRjZoxGHh7e6Njx461tjfOPEVERMDN7X9fsvT0dFRUVACo39I205Bja/ng8OHDxdeHDh2qtV9jOGzZsqVZZcC6YKU9IiIiInI1Ds087dq1C6dOnYJMJsNnn32GIUOGAAAWLVpk9Z7hw4cjISEBp0+fduTRjZppsQjTsuGWGAwGcWmerWIRjoSntm3bwt/f32q7Hj16oFWrVrh+/ToOHTqEN99802a/dS0WUVRUhPT0dPH3FRUVyMnJAQB4eXnh7Nmz4rXg4GCe+URERERETuFQeNq5cyckEgkefPBBMTjVxjjDkZqa6sijG63KykoxKNhTLCIjIwMqlQqA9WIREomkXsvjjOHJnnEMGzYMmzdvRmpqKjIzM62e+VRWVobMzEyL47Vm27ZteP/99y1e27JlC7Zs2SL+/s0338S0adPs6peIiIiIqCE5tGzPuJxs5MiRdt8TFBQEoGq2oTlKTk6GTldVbtae0GLc7wRYn3nq0KFDnTcGFxQUIDc31+5xjBgxQnx98OBBq+2Sk5PFvW/2hifTz1ibiIgIu9sSERERETUkh2aejAGoRYsWdt9j/MZar9c78uhGKyoqyqxgRG1sHSz8xRdf1HscgYGBdRrHnXfeaVf7mJiYOvULAMuWLcOyZcvqdA8RERER0a3m0MyTcbbDOINhD+OSLlt7bIiIiMiEVoBBo679l1bj7JESETVpDs08dejQAQkJCUhKSrJ7z5Oxyl59S1gTERE1F3K5HD7uMvhLSiHVVdR+gwQI8PbgQbVERDeJQ+EpNjYW8fHx+PbbbzF16lQoFAqb7f/66y/s2bMHEokEgwcPduTRRERETZ67uzt6dg1H586d4eFhxyG54EG1REQ3k0PL9iZPngxPT0/k5eXh9ddfR3l5ucV2er0eW7ZswXPPPQe9Xg9/f39MnDjRkUcTERE1C3K5XDz01p5fDE5ERDePQzNPgYGBeOedd/Dvf/8bv/32G/766y/ceeed4vVvvvkGZWVlOH78OPLz82EwGODm5ob33nvP7p+gERERERERuQKHwhMA3HfffdDr9ViwYAFKSkqwe/du8eDXH374AcD/KuwplUr897//xdChQx19LBERERER0S3lcHgCgHHjxuGOO+7A119/jf379yMjI8PseuvWrTFixAg8/fTTaNWqVUM8koiImiC1Wg1BEJw9DJdRUVHBPw8iIhfSIOEJAEJCQvDGG2/gjTfeQGlpKQoKCqDT6RAQEICAgICGegwRETVRarUafxw5Ck252tlDcRlarQ6lFSp07doVnp6ezh4OEVGz12DhyZRx0yoREZG9BEGAplyNELk/lHLb1VubC1VFOYqLizj7RETkIm5KeCIiIqovpVwBT3cWFQIArVaL+f9diFH33evsoRARERwsVU5EREQN7+e4XUjLqto/rNPqAAApKSnYtGmTM4dFRNTsNcjMU0lJCXbs2IETJ04gKysLKpUKOp3O5j0SiQRxcXEN8fhmS6fTIS4uDgcPHsTZs2dx48YNqNVqeHt7o127doiOjsbw4cMxYMAASKVSs3sNBgP69OmDsrIyTJgwAe+9957NZ1VUVKB3797Q6/WYPn06Zs2aZbHd+fPnsW3bNpw+fRpXr15FRUUF/P39ERwcjLCwMAwaNAgDBw5ESEiI2X0FBQUYMGCAxT4lEgm8vLwQGhqKu+66C48//jjPMSGiJq1Ny9aY/8l76BkRCUErYNmyZYiPj8ecOXOcPTQiombN4fB06NAhzJ49G8XFxQD+V5a8NsZy5lQ/R44cwYIFC5CdnV3jWmFhIQoLC5GQkICNGzeibdu2ePnllzFu3DixTWZmJsrKygAAXbt2rfV5SUlJ0Ov1AIBu3brVuF5aWooFCxbgl19+qXEtLy8PeXl5uHDhAnbu3Im7774bn376aY3+rTEYDFCpVEhISEBCQgL27NmDb7/9Fl5eXrWOm4ioMeoX3Rvr31+JWYvnIL+gANnZ2di9ezfc3LhghIjImRwKTxcvXsTMmTOh1WphMBjQokUL9OzZE35+fvwL/ib67LPPxPDh5eWFsWPH4u6770b79u3h4+OD/Px8nD9/Hrt27cKRI0eQnZ2NvXv3moWnixcviq8jIyNrfWZiYqL4unp4UqlUmDp1Ks6fPw+pVIoJEyZgzJgxCAsLg7u7O/Lz85GQkCDOkvXo0aNG/6bjOXLkCLy9vcXfFxcXIzExER9++CEuXbqECxcuYOPGjZg+fbodf1pERI3PqYS/8ek3XyCqa3cEBQaiXbt2GD16NObOnYtBgwY5e3hERM2WQ+Hpq6++giAIkMvlWLBgASZMmMAZpZts3bp1YnDq378/lixZgtatW5u1CQgIQHh4OB544AGcOHECs2fPrjG7VN/wpFQqERoaanbtgw8+wPnz5yGXy7F69WrccccdZtf9/PzQuXNnjBs3DteuXYNWq63Rv3E8wcHBNZb0eXl5oU2bNggLC8Pdd98NAPj9998ZnoioycrOuYqFL/8HgQEB2HXkN8yaNQslJSU4ceIEwxMRkRM5FJ5OnjwJiUSCadOm4cEHH2yoMZEVBw8exOLFiwEAt99+O1avXg2FwnY53/79+2Pz5s3Iyckxe98YVtq2bQtfX99an21sHxERYTarWFJSgh9++AEA8Oijj9YITtVVD3pGxnDWuXNnq/d26tQJISEhyMnJQVFRUa1jJqL6c8ZhtSqVChpBQFFZKSo0zfusp9jbBwIAispLxT2r4eHhCA8Pd+awiIiaPYfCU2FhIQBgyJAhDTIYsk6j0eDdd98FUHUg8cqVK2sNTkYhISE1ZnOMYcjS/qXq9Ho9kpOTAdScpTpz5oz4DVafPn3sGk91giAgNTUVABAWFmazrfGbCH9//3o9i4hqp1ar8ceh31CpKrqlz9XpdLhxPQe5tRQcak70egNefWGGuOeUiIicy6HwFBAQgLy8PLu/iaf6W7duHTIzMwEAs2fPNtsTVFcqlUosNGHPkr20tDRUVFQAqBm2CgoKxNfXr1+v13guX74sBjBb4en69eu4evUqAKBfv371ehYR1U4QBFSqihAsXIO77BYuxXYD2rU0QMecICqv1OLJRV/ioSlTnT0UIiKCg+GpV69e+O2333D58mX07NmzocZE1Wi1WmzYsAFA1TK7e+65x6H+6rrfybR99fBkugxv1apVCAgIwL333lunQG3av7XwZDAYxCWLXl5eePjhh+3un4jqx10mgaf8Fhf/udXPc1E7jpxBdHh7BPr7Qff/Z51SUlJw8uRJTJo0ycmjIyJqvhz6V2ry5MkAgM2bNzfIYMiykydPIi8vDwAwfvx4hysZ2gpDlhj3I0kkkhqFJ3r37o1OnToBAIqKivDGG29gwIABeOmll7BhwwZkZGTUaTytWrVCWVmZ+CsvLw+HDx/GE088gT179kAul2PJkiU1liESETUlbVoE4J3V2/Hltv0QhKpznmbOnIkOHTo4e2hERM2aQzNP/fv3x7PPPotVq1Zhzpw5mDdvHpfw3QTHjx8XX1s7SBao2hdlbYO36ZlIxrDi6+uLdu3a1fp8Y3jq2LFjjbOV3N3dsXLlSrz11ls4d+4cgKplgfv27cO+ffsAAFFRUXjuuecwYsQIm/0DsDqrJpfLMXbsWDzzzDN2BT4iosasb/dQrJnzFN5YvgX5hUU854mIyEU4FJ62b9+Ojh07ok+fPti6dSsOHz6Mu+++G2FhYfDw8Kj1/gceeMCRxzcbxmINEokEUVFRVttNnToVp0+frvG+l5cXTp8+LZaRr0uxCNP21g7TDQsLw5YtW3DmzBns2bMHv//+O9LS0sTrCQkJeP755/Hss8/i1VdfrXG/rQNyjQRBwPnz55GVlcXwRERN3unENKz4IQ49w9ojKMCf5zwREbkIh8LT7Nmzzc51unHjBjZu3GjXvRKJhOHJTsYle76+vnB3d7fYxmAwmC1/M9WjRw/x66TX65GSkgLAvvB048YN3LhxA0Dt+6N69+6N3r17AwCuXbuGgwcPYvPmzWL4+/zzzzF69GizEJaTkyNWbZwxYwZee+01sz7Lyspw4cIFLFmyBPHx8Zg5cyY2bNiAvn371jp2IqLGKjuvEPOfGY9AP1/sOXGR5zwREbkIh8ITUPVNO91cxqV4tirsSSQSnDlzRvy9wWBAv379UFpaalbM48qVK1Crq85PiYiIqPXZZ8+eFV/XpShI69atMWnSJDz88MN45plncOzYMQDAn3/+aRaeaite4eXlhX79+uGzzz7D8OHDIQgC1q9fz/BEdAtUag0AWPrOlKAzQHsL/kgG9b0NAFBSKYhL9XjOExGR8zkUnvbv399Q4yAbfHx8AFTNwtgrPT0dpaWlAKpmnoxMCzi0adOm1n5OnDgBAJDJZOKsUl1IpVI88MADYngqKSkxu24anrp37261n5YtWyI0NBTJycnimVBEdHPI5XK4e/sjT+XskbgWrU6PtLxilAm3LlDq9XLMePEVnvNEROQiHApPbdu2bahxkA2hoaE4ceIEioqKcO3aNbPy4NacP39efG06Y2QawLRarc0+BEHAnj17AAC33357jWIR9pLJ/vefWVBQkNk1Y7EIb29vu6tIGQ/KJaKbQ6lUYuDQUVYL0DRXKpUKuYf/RLHeG5DdmuJIusoKKMuusVAEEZGLcHjZHt18gwYNwvfffw8A2LZtG1544YVa7zGGJx8fH3Ts2FF839/fX3x9+fJlDBkyxGofW7ZsQW5uLgA4dK7SoUOHxNfVqwUaZ54iIyPN9s9Vl5+fj8uXLwMAunTpUu+xEJF9lEollEqls4fhcuRyOdyl3pAobs2fjcZNArcKBiciIlfBv5EbgREjRqB9+/YAgC+++AKnTp2y2V6v14tlw7t3724WSqKjo8Vy8l9//TVUKsvrco4fP44lS5YAAGJiYnDXXXeZXT916hS+/PJLVFZW2hzLTz/9hB07doifo3PnzuI1tVotLiO0tWRPr9dj0aJF0Ol0AKrOuiIiIiIiutUabObJeLbP33//jRs3bqCiogL//e9/zZb25eTkoLS0FO7u7mIYoNrJZDIsXrwYU6dORWVlJaZOnYp//etfuPvuuxEaGgqlUonS0lJkZGTgyJEj2LVrlzhjZLrfCahaHjd58mSsXbsW169fx/33348ZM2aga9eu8PLyQlZWFn799Vfs2LEDWq0WLVq0wNKlS2vMCp05cwYffPAB1q5di3HjxmHgwIHo0qULvL29UVpaisTERPz44484ePAgAKBTp0545513zPpITk4W1/F37tzZbEmhwWBAYWEh4uPjsX79esTHxwMAHnzwQdx5550N+wdMRERERGSHBglPW7ZswdKlS8VZDIPBAIlEgoqKCrN2x48fx5tvvgmFQoEjR47Az8+vIR7fLPTt2xdfffUVXnvtNRQUFGDjxo02y8L7+fnhX//6F5588ska11577TVkZ2dj3759yM7Oxrx58yz2ERkZiY8++shi0M3MzAQAFBYWYv369Vi/fr3VsYwcORILFy6ssd/JtFjE/PnzMX/+fKt9yGQyPPXUU3jllVestiEiIiIiupkcDk9ffvklPvroIxgMBigUCnTp0gX//POPxbZjx47FkiVLkJ+fj99++w0TJ0509PHNyoABAxAXF4cffvgBhw8fRnJyMoqLiyGTyeDr64uOHTsiMjISsbGxuOOOO8TledXJ5XJ8+umniIuLw7Zt2xAfH4+ioiLI5XIEBQUhOjoa99xzD0aOHGl1k/LChQsxYcIEHD16FGfPnkVaWhoKCgqg0Wjg4+ODtm3bonfv3hg3bpzVg32tnUtlHKOfnx86d+6M/v3744EHHuBsJRERERE5lUPhKSUlBR9//DEAYMyYMZg/fz58fX2tHr7q5uaGu+66C5s2bcKff/7J8FQPXl5emDp1KqZOnepwXyNHjsTIkSPrda9EIkFMTAxiYmLq/fx58+ZZnfUiIiIiInI1DoWnDRs2QK/X47bbbsOyZctsVksziomJwaZNm5CUlOTIo4mIiJzCoNXcuodpWS6eiMiVOBSejh8/DolEgkcffdSu4AQA7dq1AwBcv37dkUcTERHdUnK5HAHeHoCqFNDdmmfqJFro3GWQy+W35oFERGSTQ+HJWNGtLufueHh4AKgqU01ERNRYKJVKjBoSe0sPD66oqEBqairc3d1v2TOJiMi6Bqm2V72qni0FBQUAqvbuEBERNSa3+vBgqVTKWSciIhfi0CG5LVu2BPC/stX2MB7wanr+ExERERERkatzKDz16dMHBoMB27dvt6t9cXExvv/+e0gkEtx+++2OPJqIiIiIiOiWcmjZ3oQJE7Bt2zacOHECu3fvxujRo622LSgowMyZM5Gfnw83NzeWKSciokZNrVbf9P1PFRUVt3SPFRER2eZQeOrbty/GjBmDXbt24fXXX8cff/yBe+65R7x+9epV5OTk4OjRo9i6dStKS0shkUgwadIkhIWFOTx4IiIiZ1Cr1fjjyFFoym9u8SOtVofSChW6du0KT0/Pm/osIiKqncMFI9577z0UFRXh2LFj2Lp1K7Zu3SqWLZ8xY4bYzmAwAACGDRuG2bNnO/pYIiIipxEEAZpyNULk/lDKFTftOaqKchQXF3H2iYjIRTgcnhQKBVavXo2vv/4aa9euFcuXVxcQEIDp06dj6tSpdp8JRURE5MqUcgU83T1uWv9arRbz/7sQo+6796Y9g4iI7NcgpcolEgmmTp2KyZMnIyEhAQkJCcjPz4der0dAQAC6d++O3r17Q6G4eT+dIyIiaip+jtuF6G49ERQQCJ226kTelJQUnDx5EpMmTXLy6IiImq8GCU9iZzIZYmJiEBMT05DduowZM2bg0KFDaN++PeLi4mptf++99yI1NRUDBw7EunXrxPcTEhLMCma8+uqrePbZZ632s23bNrz11lsAgAMHDtQo8z527FikpKTUuM/d3R0hISG44447MG3aNISGhtocr2k/nTp1wr59+6y2FQQBMTExEAQBM2fOxIsvvmh2fc2aNViyZEmN+yQSCXx9fdG1a1dMmDABDzzwgMWZyFGjRuHKlSuIjY3FmjVrbI6biKipadOyNeZ/8h56RkRC0ApYtmwZ4uPjMWfOHGcPjYioWXOoVHlzc/HiRQBAeHh4rW01Gg2uXLkCAOjWrZvFfowOHDhg13N9fHxqBCeNRoO0tDSL91VWVuLKlSvYsmULHnjgARw7dszmeE37SU9Px+XLl622v3z5srgGv/rnMx1zdQaDAcXFxThx4gRmz56NWbNmifvhjMrKysSzwyz1TUTU1PWL7o3176/Etbwc5BcUIDs7G7t370ZsbKyzh0ZE1KwxPNmpqKgI169fBwBERETU2j41NRVarRYA0LVrV7NrSUlJAKpOjgeA+Ph45OXlWe0rMTERgOUgkZKSIj5n8eLFOHPmDM6cOYPTp09j+/bteOCBBwBUVYZ68803oVZbrgxl2o9xXLZCnXFMlj4f8L/wFBsbK47pzJkzOHLkCJYuXYoWLVoAAHbt2oU9e/aY3ZucnCwGKoYnImqOTiX8jalvPo82LVshKDAQ7dq1w+jRo23+EIyIiG4+h5btnTx5ss73SCQSKBQK+Pj4oF27dpDL5Y4M4ZYxnUnp0qVLre2Tk5PF19Zmnu644w4kJSXhxo0bOHToEB566CGbfdU2wxMZGQkvLy+z37///vu4ceMGjh49iry8PBw/fhxDhgyx2c+YMWOwY8cOHDhwAM8884zFMRnbe3t7o127dmbXTGexIiIizMbk5eWF+++/H8HBwZg6dSoAYM+ePWZnhJmOxVIwIyJq6rJzrmLhy/9BYEAAdh35DbNmzUJJSQlOnDiBQYMGOXt4RETNlkPhacqUKQ5VzpPJZOjevTsefPBBTJgwATJZg27BalD1DU9yubzGmVbGmafIyEi0atUKW7duxf79+y2Gp2vXrqGoqAiA5SBhnAGSSqXo3LmzxbGMHj0aR48eBQBxOZy1foKCgvDwww9jx44dOHv2LAoKChAYGFijvfHPo2vXrjX+G7h06ZK4pM/aLN2AAQPg7e0NlUqFjIwMi30rFAqrn4mIyBWoBU2979VoBej0OovXYm8fCAAoKi8VVwOEh4fbtWyciIhuHofTSvX9KnUhCALOnTuH+Ph4fPfdd1i1ahVCQkIcHdJNYfyGXiaT2fUNvbHwQnh4uNnsWlZWFkpKSgBUzSR5eHhg69at+PPPP6FWq6FUKs36MV0eFxkZWeM5xiDWvn17q9UMTf9Mrc30Gfvp1q0bYmJi4O/vj6KiIhw6dAgTJkyo0d7452FpTPYGTX9/f6hUKqtjCQ8Pd+lATUTNl1wuh8JTiZzyIqAeRzBpdTrkXEuHQVNms51eb8CrL8yAXq+v30CJiKhBOfSd6TfffAOtVotPPvkE586dQ4sWLXDPPfcgKioKQUFBMBgMKCgowPnz57F3717k5eWhV69emDlzJioqKpCcnIxdu3bh8uXLSExMxLPPPoutW7fCzc31tmIZA0GHDh3sKrluDE+2ikV069YN7dq1g7u7O9RqNY4dO4YRI0ZYbC+VSi0GEWPQqD67Zcr07C1ry+CM/XTt2hVSqRRDhgzBzz//jAMHDtQIT9evXxdnw2wtJXRzc7P6U1KtVov8/HwAQHBwsPi+wWCwuUyRiMgVKJVKDBwcW+/Da1UqFU4eykcLQQV3qfUVHOWVWqRVerjkv4tERM2RQ+Gpf//+ePbZZxEfH49HHnkEs2fPrjFzAgDjxo3D66+/jsWLF2Pz5s3YuHEjVq5ciZEjR+K5557DkiVLsG7dOly8eBE7duwQixy4CkEQcOnSJQD2LdlTqVS4evUqAOvhyd3dHaGhoZDJZBgwYAAOHTqEAwcOWA1PoaGhcHd3N7t29epVFBcXA7Adnoxl1cPCwnDbbbfVuG7aj3Emafjw4fj5559x7NgxaDQas8BY254k06Bp6b8HoGq/XEVFBQCgT58+4vuZmZkoKyuz2jcRkatQKpVW/46zh1wuh49MAU+59WDkJpHATWBwIiJyFQ6Fp23btuHQoUMYNGgQFixYYLOtu7s75s+fj4yMDBw8eFCsBCeRSPDmm2/i77//xrlz57B3716XC0+pqaniTxc9PDxw6tQpm+3T0tLE5YzWKu2ZLkkbNmwYDh06hEOHDsFgMJjtITIGkdqKRVgLT3v37sX+/fuhUCiwaNEii3vUqs+GAVVV8uRyOcrLy/Hnn3+aFZkw3WdlaU+T8TNaC5oVFRVYunQpgKp9TePHj7c4FoYnIiIiInIlDoWnn376CRKJBA8//LDd9zz66KP4448/sHXrVrOQ9OCDD+Ls2bNme3xchemYtm/fju3bt9t9b/XQY6ns+LBhw7BgwQLcuHED586dQ69evQBUnXdkPCvKVrEIAGjXrp04Y6PX65GdnY2ff/4ZX3/9Ndq0aYP//ve/ZjM8lvqRy+Xifi5vb2/cfvvtOHr0KPbv328WnowBp2PHjjV+6mpa4MI0PBnPdzp16hQ+/fRTMWDNmjULrVu3rtG3pT87IiIiIiJncig8GZeyVS9VbYvxkFfjvUbGb7SN33i7EuM3+nXVqlUrBAQEiL9XqVTIysoCYB4MQkJC0L17d/zzzz84cOCAGJ6SkpLEGSxbxSIA4LHHHrM4hqFDh2L58uU292mZzhSZFmgYNmwYjh49WmNGzN5iEStXrsTKlSstPlMul+O1114Ty5VXvz8kJMTsz46IiIiIyNkcWkhdXl4OACgoKLD7HmNb471GxhkMV6yuZvyG3t/fH0lJSbX+iomJAVBz5sQ0DFW/Nnz4cADmB9PWNgtjet2aQ4cOYfXq1XZ9vurPGDZsGAAgJycH58+fB1D1dTPOhtV1TEqlEj169MDTTz+NPXv2YNq0aTXamBauICIiIiJyJQ6Fp1atWgEAdu3aZfc9xrbGe41u3LgBAC4522BrpqU6vV5vVvbbUj9AzXBgDE8pKSniWUzG9kFBQWYV6QDzJX3/+te/xOB24cIFHDp0CK+99poYRL/66iuLJcGr91N9TG3bthXfM4a65ORksWSurWIRgYGBOHPmjPgrISEB586dw7Zt2/Dvf/8b7du3r3GvSqVCdnY2AC7ZIyIiIiLX41B4GjJkCAwGA37++Wds2bKl1vY//PADtm/fDolEIs5qGCUkJACA2f4XV5CbmyvOlnXv3r3W9qmpqeKsmrViEW3atIGfn5/Zte7du4ufff/+/QBsF4tITk4WZ7FMxyWVStG6dWvMmDEDTz31FICq2aJff/3V4nhN+7H0HOPXyRieTPdZ2Zp5ioyMhJeXl/jLnvLuFy9etDkWIqKmplJrQLmgt/qrUmeATm9AWVkZSktL6/xLrVY7+yMSETUpDq2Rmz59On766SeoVCrMnz8fO3fuxIQJExAVFYXAwEAAEM95+umnn3DixAkYDAb4+vri6aefNutr7969kEgkGDBggCNDanCmYaFHjx61tv/nn3/E19aKRVhbkjZ06FBs3rwZBw4cwOOPPy6eFVVbsQhr45oyZQpWr14NnU6Hffv2WTzstrYwNGLECHz++ee4ePEirl69KoajgICAGgca17akrzame7gYnoioKZPL5XD39kee5UUBoko3DXLKS7D/rzN2/RCqugBvD4waEutQSXUiIvofh8JTixYtsGrVKsyYMQNlZWU4deqUzTLeBoMBXl5eWLlyJVq0aCG+n5GRgeDgYAQHB9c458jZTL+htyc8XbhwAUBVSfNOnTqJ7+v1eqsH5xoNGzYMmzdvxunTp5GQkCDOYNkqzCCTyayGseDgYPTp0wcnTpzAX3/9BbVaXeMfUGM/rVq1gr+/f40+oqKiEBwcjLy8PBw4cED887A0JtMlffYscbT2mdzd3c3+7IiImhqlUomBQ0fVesjujRs3cHnfQeRI/CCXetbpGQatBlCVQhAEhiciogbi8Ml7ffv2xc6dOzFq1Ci4ubnBYDBY/OXm5oa77roLO3fuRN++fc366NixI1avXo3Vq1e7XKEA4zf03t7e6NixY63tjTNPERERZifCp6eni4fCWgtPAwYMgKenJ7RaLb744gvxfUvtjSGmc+fONQ7PNWXcS6VWq/HXX39Z7cfamCQSCYYOHQqgajmhrfaOlhk3PQNLKpXW+X4iosZEqVTCx8fH5i8vL6+qf0tkckgUyrr9ktV9poqIiGxrkNJ2bdq0wfLly5GXl4fjx48jJSVFLDnu7++PLl264Pbbb69R9KAxMN3DY+mAWVMGg8HiOU6m/Vi6ZqRQKDBo0CD89ttv4h4jhUIhnr1k+pzk5GQAtc+GjRgxAosXLwYAHDx4UAxC1fuxFXaGDRuGH374AX/++afVw39NP6O7u3uNMdfGdGauRYsW4h44a7y8vOr8DCIiIiIiRzRoXfDg4GCMHTu2Ibt0qsrKSqSnpwOwr1hERkaGWNXOWrEIT09PdOjQwWofw4cPx2+//SaGlPDw8Brl2zMyMsQlfbWNq0OHDggLC8Ply5dx+PBhq/3YmvEbNGgQlEql2cZjWzNPXbp0qfPMkelYDh8+XGOs1Y0dOxYffPBBnZ5BREREROQIh5ftNWXJycnQ6XQA7AtPxv1OgPWZp+rL+aobOnSo2fXalsfZMy7jPrJr166Z3WvvMjulUmlWyEMulyMsLMysjeksliP7nexlz+cmIiIiImpIEoNxioOomTAuCYyKinLySG6d8vJyJCYmIjIyEp6eddt0Tq6PX9+mKzc3Fxu370Z5YCgUnj51utegUaOVLh/j7xoKH5+63Uu3Bv+/27Tx69t41OV7wwZdtkdEREQ3gVaAQVO3M5sMWg1ge6suERHVEcMTERGRi5LL5fBxl8FfUgqprqJuN0uqznmSy+U3Z3BERM0QwxMREZGLcnd3R8+u4ejcuTM8PDzqfL9cLucZT0REDYjhiYiIyIXJ5XJ4e3tzzwQRkQtgtT0iIiIiIiI7MDwRERERERHZgeGJiIiIiIjIDtzzRETNmlqthiAIzh6GQyoqKqBWq6FSqcSDvalpqKioaPT/fRIRNSUMT0TUbKnVavxx5Cg05XU7P8fVaLU6FBcXofDaDchkUmcPhxqQVqvDq7Nn4cTJkywYQUTkAhwKTydPnqzzPRKJBAqFAj4+PmjXrh3PnyAipxEEAZpyNULk/lDKFc4eTr1ptVrkq90Q5BkEmYw/E2sKfjmwDz27RiIksAW0ghaCICAlJQUnT57EpEmTnD08IqJmy6F/ZadMmQKJpP7Hl8tkMnTv3h0PPvggJkyYwH/0icgplHIFPN3rfoaOqxDcBLjLFPBQKPkDqSYitG0HLF71EXpGRELQCli2bBni4+MxZ84cZw+NiKhZczitGAyGet8rCALOnTuH+Ph4fPfdd1i1ahVCQkIcHVKDW7RoEb799tt63z979mz07dsXEydOBAAsXrwY48ePt3nPkSNH8MwzzwAAVq9ejTvvvNPs+tixY5GSkmLxXg8PD7Ru3RqDBg3CU089hdatW9s91qtXr+Kee+5BZWUlAGD37t0ICwuzeY9er0dKSgoSEhJw/vx5JCQkICkpCYIgwMPDA2fOnIGbW91qk+j1eowbNw7JyckAgPnz5/OnrUTUbPSL7o3176/ErMVzkF9QgOzsbOzevbvOf5cSEVHDcig8ffPNN9Bqtfjkk09w7tw5tGjRAvfccw+ioqIQFBQEg8GAgoICnD9/Hnv37kVeXh569eqFmTNnoqKiAsnJydi1axcuX76MxMREPPvss9i6davL/eNw/vx5h+7v0aMHLl68KP6+W7dutd5jq71Go0FaWprVeysqKpCamorU1FT8/PPP2LRpE7p06WLXWD/66CMxOAFAUlJSreEpLi4OM2fOtHgtIiKiXl/PrVu3isEJgNlrIqKm7lTC3/j0my8Q1bU7ggID0a5dO4wePRpz587FoEGDnD08IqJmy6Hw1L9/fzz77LOIj4/HI488gtmzZ0OpVNZoN27cOLz++utYvHgxNm/ejI0bN2LlypUYOXIknnvuOSxZsgTr1q3DxYsXsWPHDjzwwAOODKvBrV+/Hnq9vsb7f/75J1544QUAwPLly63+g+bp6Ylff/0VQNVJ8bWFEQBITEwEALRo0QLBwcFm11JSUqDVagEAH374IYYOHSpeU6vVyMjIwJdffomDBw+ipKQEixcvxpo1a+x65s6dO83eS05OxujRo+0aa9u2bREVFYUePXrgo48+gl6vtysoVqdWq7F8+fIa4yAiai6yc65i4cv/QWBAAHYd+Q2zZs1CSUkJTpw4wfBEROREDk3xbNu2DYcOHcLAgQOxYMECi8HJyN3dHfPnz8fAgQNx8OBBbN++HUBVAYk333wTvXr1AgDs3bvXkSHdFB4eHvDy8qrxKyMjQ2wTHR1tsY2XlxckEok4kxQWFgaFovaN6cZAYil8mM5KRUZGmj0rKCgIvXv3xqeffor27dsDAI4fPy6GLVuWLl0Kg8GA9u3bIzQ0FIB9oeW+++7DX3/9hQMHDuCTTz7BqFGjxLDZtWvXWu+vbt26dcjJyYFMJkNsbKzd4yAiairGjRyDTu06AACk/7+CYnh4OJcvExE5mUMzTz/99BMkEgkefvhhu+959NFH8ccff2Dr1q1mM0wPPvggzp49K4aGxiApKQkA4Ofnh1atWtnVNjIystZ+KyoqxGBmKTwZ/4zkcjk6dOhgsQ+FQoFevXohMzMTgiCgtLQUAQEBVp959OhRHDt2DADw2muv4bfffkNaWppdoaVz585mv6/rEkVTBQUFWL16NQBg4sSJ6NatG44ePYrS0lJcu3atTvu3iOylFjTOHoJDtFotKrUaVGjUEPS1/6CkqdFoBej0TfN8qzJ1BebNZpEIIiJX4VB4unTpEgCgXbt2dt/Ttm1bs3uNjHtyioqKHBnSLWUMRLXNrmRnZ6OkpASAfWEiKSlJnLmxFLaMz+3YsaPNCoVSadVPK+VyOXx8fKy20+v1WLp0KQAgKioK9957r7inKisrC2VlZfDy8qp13NXHJ5FI6jzz9Nlnn0GlUsHT0xMzZ85Eenq6eC05OZnhiRqUXC6HwlOJnPIioBGfQ6rV6lBcWQRVub7ZnfOk1emQcy0dBk2Zs4dyU+j1BggSucWl40REdOs5FJ7Ky8sBVM0W2MvY1nivkXHJX2MpVy4IAi5fvgyg9vBUfZldbUxn32yFJ1t7pwwGA86ePQsA6NWrl80/159//lkc4xtvvAGJRCKGWYPBgEuXLuG2226rddxGxr7atWsHb29vu++7cuUKvv/+ewDAU089hRYtWpiNOykpCUOGDLG7P6LaKJVKDBwcC0FoxMkJVbPVKSkp6NKlCzw8Gm/J9fpQqVQ4eSgfLQQV3KX1PzrDVZVXapFW6eFyhZSIiJorh5JKq1atcOXKFezatUvcm1KbXbt2ifeaunHjBgDYXFrmSlJTU8VvuG5WeFIqlejUqZPZtatXr6K4uBhAzeVypjZt2iTO2kybNs1qu8rKSnz66acAgGHDhqF///4AqtbWGyUnJ9cpPBnDXV2X7C1btgyCICA4OFgcs7+/P4KDg5GXl8d9T3RTKJVKm/s1GwOpVAqlUglvb294eno6ezi3nFwuh49MAU950wsYbhIJ3ISm97mIiBorh/5GHjJkCAwGA37++Wds2bKl1vY//PADtm/fDolEgmHDhpldS0hIAIBGsyzLGBCA2sOTsW3btm3h6+tba9/GsNWlSxdx6V31a8b+ysrKxF+FhYU4e/Ys5s2bh0WLFgGomsEZPny41Wd9/fXXuHr1KqRSKV5//XXx/Y4dO4qHbZp+1tqUlJTg6tWrAOoWns6dO4d9+/YBAF588UWzbwCNM2wMT0RERETkTA7NPE2fPh0//fQTVCoV5s+fj507d2LChAmIiopCYGAgAIjnPP300084ceIEDAYDfH198fTTT5v1tXfvXkgkEgwYMMCRId0yxhDj5uZW6xlKxrb2hAm9Xi+GBEuzVKZL+ubMmWP1tPn+/fvjiSeewMiRI60+q6ioCF999RUAYMKECWazTVKpFKGhoUhOTq5TaDENWnUJT0uWLAFQNZv20EMPmV3r0qUL/vrrL3G2zxjqiIiIiIhuJYfCU4sWLbBq1SrMmDEDZWVlOHXqFE6dOmW1vcFggJeXF1auXIkWLVqI72dkZCA4OBjBwcEYMWKEI0O6ZYwhoUOHDjb3GJSXl+PKlSsA7Fuyl5aWhoqKCgCWw4e9s0DJyclISUnBiBEjIJFY3gewcuVKlJSUwMPDw+Iht126dKlzeDKdGbO3WERcXJz4382sWbNqzLYZQ50gCEhPT7f7wF8iIiIioobkcHWGvn37YufOnXjvvfdw4MAB6HSWy8VKpVKMGDECs2fPRps2bcyudezYUSxP3VjYW2kvKSkJBoMBgH3hqbaZG2M4iYmJwXfffWd2TaPRIC0tDWvXrsX27dvx8ccfAwCee+65Gv1kZmZi06ZNAICpU6ciJCSkRhtjaCksLEReXl6Nw3ptjd/b29uuKow6nQ4ffvghAKBPnz4WZ8qq779ieCIiIiIiZ2iQ0nZt2rTB8uXLkZeXh+PHjyMlJUUsOe7v748uXbrg9ttvt+ub78agoKAAeXl5AGoPTykpKeLriIiIWvs2VsiTyWQ1wlZZWZnNWSyFQoGuXbvivffeQ1JSEhITE7Fu3TqL4emjjz6CIAhQKpWIjY21eL6W6WG+ycnJdn39jOGua9euVme8TP3www9i1cL777/f4jhMD/hNTk7GmDFjau2XiIiIiKihNWhd8ODgYIwdO7Yhu3RJdSkWYTzsFrCvGMaJEycAAD169KhRNSs5OVmcxerevbvVPtzc3NCnTx8kJiaiuLgY+fn5CAoKEq+fP38eu3fvBgCo1Wo89thjtY4rOTkZgwYNstlGr9eL53fZs9+pvLwcK1asEH8/f/78Wu+pS/EKImo+KrUGADfnLCRBZ4DWSccsVVTqodMbnPNwIiKqoXEcquRi6hKeVCqV+Fqr1dosdnDp0iVx5sVShTzTWRlb4QmA2axP9fNBlixZIoYwe9mz7yk9Pd3mfq3q1q5dK87gNeQ4iKj5kMvlcPf2R56q9rb1odXpkZZXjDLBOelJr5dDLgEPySUichEMT/VgXJrm5eVV674ef39/8fXly5fRs2dPq22N5y3J5XJMmDDB6nPlcnmt+36MM1jBwcFmZ2cdOnQIx48fB1B1rtJ9991ns5+HHnoI8fHxds34mBaLqC083bhxA2vWrAEA/Otf/xJLq1uzdOlSrF69GlevXoVKparT4btE1HQplUoMHDrqph10rFKpkHv4TxTrvQGZovYbGpiusgLKsms8JJeIyEU0WHgqKirC2bNnkZmZCZVKZbVwhKkXX3yxoR5/SxmDRERERK37evr164fPP/8cQFV1u5UrV1ps99VXX4nnHD355JNo2bKl1eeGh4eb7Ueq7ttvvxXbjh8/Xnxfr9fjgw8+AFC1Z8qeJZadO3dGfHw8Ll++DJ1OV6MSnqXx2VO+ffny5SgvL4dSqbTrvwPjgcAGgwEpKSmIiYmp9R4iah5u9kHHcrkc7lJvSBS3/jBljZsEbhUMTkRErsLh8FRcXIzFixfjl19+MdvYb4/GGJ60Wq24r8eeUtyDBg1CVFQUEhISsH//fkyePBmPPfYYOnXqBKBqGdq2bdvw119/AaiqOGfpz8VgMIhL1sLDw1FWVmZ2XaVSISUlBdu2bcOuXbsAVIU702IRW7duFfuYNWuWXQUdjKFFrVbjypUrCA0NFa/Fx8ebLSU5c+YMgKoS9qYzVVKpFFFRUeLv09LS8OOPPwIAHn/8cYuV/qyNA6j6M2N4IiIiIqJbzaHwVFZWhsmTJ+PSpUt13kPTWKWlpUGj0QCwLzxJJBKsWLECTz/9NFJSUnDy5EmcPHnSYtsxY8Zg4cKFcHd3r3EtIyMD5eXlAICdO3di586dNp87YsQIvPvuu2LRCbVajeXLlwMAbr/9dtx55521jh2oGVqM4amwsLDGYbZGubm5ePjhh8XfR0REmI132bJl0Gq18Pf3xzPPPGPXOMLCwszGQURERER0qzkUntauXYuUlBRIJBLcfvvtmDZtGqKjo+Hv72/XrEZjVJdiEUatWrXC1q1b8cMPP2Dv3r1ISUmBSqWCp6cnWrVqhT59+mDChAmIjo622ofpfqLqZDIZvL290bZtW8TExOC+++5Dr169zNqsX78eOTk5AIDXX3/drnED5uEpKSkJd999NwBYLClujWmJ9jNnziAuLg4AMH36dPj6+trVh6+vL1q0aIEbN26w4h4REREROYXE4MCU0X333YdLly5hwIABWL16NTe0UqOQkJAAAGZLCZu68vJyJCYmIjIyskYJfGr8+PW9eUpLS/HTr4dwXRrknD1P5aXwLEjDYw+MtrgXlho3/n+3aePXt/Goy/eGDs08ZWVlAajat8LgRERETZVBq3HOg7U3p4ogERHVj0PhSS6XQ61Wo1WrVg01HiIiIpchl8sR4O0BqEqB2ovINjidRAudu8zmGYFERHTrOBSeOnbsiPPnzyMvL8+uQ1GJiIgaE6VSiVFDYm/aOVK1qaioQGpqqsVCQkREdOs5FJ7uu+8+sQS3vdXbiIiIGpObfY6ULVKplLNOREQuxKGNSpMmTUKPHj3w448/4s8//2yoMREREREREbkch8KTTCbDV199hejoaDzzzDN4//33ceHCBVRWVjbU+IiIiIiIiFyCQ8v2IiMjxdcGgwHr16/H+vXr7bpXIpHgwoULjjyeiIiIiIjolnEoPFU/IsqBI6OI6BZTq9VO2wRPDauiogJqtRoqlQo6nRNKwtFNU1FRwf+fEhG5EIfC04svvthQ4yCiW0itVuOPI0ehKVc7eyjUALRaHYqLi1B47QZkMqmzh0MNSKvV4dXZs3Di5EkesklE5AIYnoiaIUEQoClXI0TuD6Vc4ezhkIO0Wi3y1W4I8gyCTObQX+vkIn45sA89u0YiJLAFtIIWgiAgJSUFJ0+exKRJk5w9PCKiZov/yhI1Y0q5Ap7uHs4eBjlIcBPgLlPAQ6FkWesmIrRtByxe9RF6RkRC0ApYtmwZ4uPjMWfOHGcPjYioWWN4coIZM2bg0KFDAABPT08cP34cCoX1n/4PHz4c2dnZmDBhAt577z2r7eLj47Fjxw6cOXMG169fR0lJCfz9/REZGYmRI0di/PjxNp9jMBjQp08flJWV1bjm7u6OVq1aYcCAAXj66afRvn37Gm30ej1SUlKQkJCA8+fPIyEhAUlJSRAEAR4eHjhz5gzc3Owr8Jibm4t169bhwIEDyM7OhqenJ3r06IEnnngCQ4cOtasPIqLGql90b6x/fyVmLZ6D/IICZGdnY/fu3Xb/HUpERDcHw5MTXLx4UXxdXl6Ov/76C4MHD7bYtrS0FNnZ2QCArl27WmyTlpaGuXPn4uTJkzWu5eXlIS8vD0eOHMFXX32Fzz77zGo/mZmZFoMTAFRWViIjIwMZGRnYuXMn1q9fj+joaLM2cXFxmDlzpsX7IyIi7P5H/88//8RLL72EkpIS8b3i4mL88ccf+OOPP/Dvf/8bTz/9tF19ERE1RqcS/san33yBqK7dERQYiHbt2mH06NGYO3cuBg0a5OzhERE1W3aFJ9Nvyvv162fx/fow7au5KCoqwvXr1wFUnRyv0+lw4MABq+EpMTFRfN2tW7ca13///Xe89NJLKC8vh0KhwIMPPoi7774b4eHhkMlkyMzMxI4dO7B582ZkZmZi8uTJ2Lp1Kzp06FCjL9NQt2HDBvTo0QNA1YxUZmYmVq9ejV9++QVlZWV466238Msvv0AikdQYa9u2bREVFYUePXrgo48+gl6vtzh2S44ePYoZM2ZAq9UiKioKL7/8Mnr06IFr167h3XffxenTp/Hhhx8iNjbW7j6JiBqb7JyrWPjyfxAYEIBdR37DrFmzUFJSghMnTjA8ERE5kV3hacqUKZBIJDXOZjK+Xx/N9Zwn04AyZswY7NixAwcPHsSCBQtqbV89LBw/fhzPPfccBEFAeHg4VqxYgdDQULM2AQEBiI6Oxu23346ZM2eipKQEb731FjZu3Gj1WRKJBD169ICXl5d4LTIyEh988AGuXbuG06dP49KlS0hOTjabxbrvvvvw+OOPIyAgAEDVjNgHH3wAwPqsmanc3Fy88cYb0Gq1GDhwIL744gtxmWFgYCBWrVqFESNGoLS0FJs2bcLChQtr7ZOIqDEaN3IMAKCkrBTS/19BMTw8HOHh4c4cFhFRs2f3sj1rZzjxbKe6MQYUNzc3PPvss9ixYweuX7+Of/75R5zpsdS+VatW8Pf3F98vKCjAK6+8AkEQ0L59e2zYsAGBgYFWnztq1Cg88MAD+Omnn3Dq1CmcO3cOt912m1kb48xRmzZtzIJT9X5Onz4NALhy5YpZKOrcubPFsQOWZ82qW7ZsGfLz8+Hl5YVly5bV2J/l5+eHIUOG4JdffsFff/1Va39UO7WgcfYQqAFotVpUajWo0Kgh6LXOHg40WgE6Pc+baghl6grMm80iEURErsKu8PTNN9/U6X2yzhgoOnTogLCwMERGRiIxMREHDhywGZ4iIyPN3l+wYAEKCgrg5uaGDz/80GZwMnrwwQfx008/Aaha7lc9PCUlJQGo2p9kjXFWyR7G/iQSSa0zT6mpqfjll18AAE8//TSCgoIstgsLCwNQFdz0ej03T9eTXC6HwlOJnPIigOdvNnparQ7FlUVQleudfs6TVqdDzrV0GDSW909S3ej1BggSOfR6vbOHQkREsDM89e/fv07vk3XGMGQME8OGDRPDU/ViC1qtFikpKWbtAeCff/7Bvn37AAATJkyoUbjBGtNwlpycbHbNtDCFrfBk3K8FAMHBwTafZ/ys7dq1g7e3t822mzdvhk6ng0KhwJQpU6y2c3d3B1A141lWVgYfHx+b/ZJlSqUSAwfHQhCYnJqCiooKpKSkoEuXLvDwcG7peZVKhZOH8tFCUMFdWr9l3fQ/5ZVaPLnoSzw0Zaqzh0JERGC1vVtKEARcunQJwP9mkoYPH46VK1fiwoULuH79Olq1aiW2T0tLg0ZTtazKdNnbunXrAFTN6MyYMcPu53t6ekIul0MQBBQXF5tdM11i16VLF6t9HDlyBADg4eGB7t2723yeceaptiV7er0ee/fuBQAMGTLEZiAqLS0VXxuDFNWPUqmEUql09jCoAUilUiiVSnh7e8PT09PZw4FcLoePTAFPOWeG62vHkTOIDm+PQH8/6P7/rBMPySUicj7+y3YLpaamij/pNwaKnj17omXLlgCA/fv3m7W3VGlPo9GI7Xr37m2xap41er0eWm3VfojqP522Jzzt2rVL3O80YcIEm2dGlZSU4OrVq2Zjt+b8+fPIzc0FULWnyhZjeFIqlTafT0TUmLVpEYB3Vm/Hl9v2QxCqDsmdOXNmnf7OJyKihtegM08FBQU4ceIEkpKSUFRUBADw9/dH165d0b9/f7v25TRllsKQRCLBsGHD8P333+PAgQN47LHHxDbGQOPp6YmOHTsCAM6ePYvy8nIAsFre3Jrc3FyxwEf1r4VxbDKZzKzwg0ajwZUrV/DTTz+JM17t27fHiy++aPNZxlkn089qTUJCgvg6KirKZlvj0kJj4CQiaor6dg/FmjlP4Y3lW5BfWMRDcomIXESDhKcbN27g/fffx969e8WZjRoPkslw77334o033kCLFi0a4rGNjjFQ+Pn5oXXr1uL7xvB0/PhxqFQqcX+QMTyZHjBrOkNUvYhEbf755x/xdfUCDsZ+jecrWdOjRw988skntQZh03HWVizCGNy8vLxqlFqv7vz58wDq/tmJiBqT04lpWPFDHHqGtUdQgD8PySUichEOh6fz58/j6aefRnFxsc2y5YIgYOfOnfj999+xevVqi5XlmrrqxSKMBgwYAA8PD1RUVODo0aO45557rLbPz88XX9d19uXw4cPi64EDB4qvdTqduBerOjc3NwQFBSE6Ohpjx47FXXfdBZms9v9sjEHR29sb7dq1s9nWWISibdu2Ns8Ny8nJQV5eHoCq5Y5ERE1Vdl4h5j8zHoF+vthz4iIPySUichEOhaeCggI888wz4hK9Xr164cEHH0R0dDRatGgBg8GA/Px8xMfHY+vWrTh79iwKCwvxzDPPYNeuXXUqe90UGMNQ9WVsSqUSAwYMwIEDB3DgwAHcc889yMvLE4OSafvKykrxdV32/FRUVIgV+sLDw832NaWlpYn9vvXWW3jooYcAVC0p9PDwqNdByKbBr7b7S0pKAAC+vr4228XFxYmvhw8fXucxERE1FvcP7g0AKCnXQCrlIblERK7CofC0evVqFBYWQiKR4K233sLjjz9eo02LFi3QtWtXPPTQQ/j666/x3nvvobCwEKtXr8a///1vRx7fqOTm5qKgoACA5T1Aw4cPx4EDB3D48GHodDqL+6OAqiV/RsbQYY/vv/9eDLlPPvmk2TXTJXbR0dFWD8i1l16vF2ey7Dkc11hRsLay43v27AFQddYTv4Egcm2VWgOAxn82kaAzQOvEj1FRqcfcf7/svAEQEZEZh8LTwYMHIZFIMHbsWIvBqbonnngCCQkJ+OWXX7B///5mFZ6shSGjYcOGQSKRoKioCGfOnBEDjUQiMTt3yfT1hQsXEBMTU+uzb9y4gZUrVwKoqqR3//33WxybPYfZ2iM9PR0VFRUA7AtPxrBmDFGWJCQk4NSpUwDAMr1ELkwul8Pd2x95KmePxHFanR5pecUoE5yXnvR6OeQS8JBcIiIX4VB4Mpairv7NuC3jxo3DL7/8gmvXrjny6EbHuAdIJpNZLAXeokULREVFIT4+HgcOHBBLd3fo0MHsgNn+/ftDqVRCrVbj559/NqvOZ4lGo8Grr76K4uJiyGQyvP/++zWW+xmDWseOHR2edTLtD7AvPHXs2BGnTp1Camqq1TZLliyBwWBAcHCwuKyQiFyPUqnEwKGjmsQBzCqVCrmH/0Sx3huQOedoBF1lBZRl11hlj4jIRTgUnjw9PaHRaOpUPS8oKEi8tzkxBorQ0FCre5WGDx8uhifjGvfq4cPHxwcTJ07Et99+i3PnzmHNmjV46qmnLPZXUFCAWbNm4cSJEwCAuXPnWizUYQx2DTHrZNqfm5ubzQN3je644w5s3boV165dw+nTp9GnTx+z619++aX4GebMmcPDcYlcXFM6gFkul8Nd6g2JwjmfR+MmgVsFgxMRkatwKDyFhYXh9OnTyMzMtLt0dFZWFgA0uz0r1irtmRo2bBg+/vhjpKeni0UWLLV/9dVXcfToUaSnp2PJkiW4cOECHnnkEYSFhQEAMjMzceDAAWzevBnFxcVwc3PDf/7zHzzyyCM1+srPzxcr2NW3/Hd8fLzZkpIzZ84AqJpNMz3vSSqVWiyDPmrUKISEhCAnJwevv/463nnnHURHR+PatWvYsGEDtm7dCgB4/PHHxUqERERERES3mkPh6YEHHsCpU6ewefNm3HXXXXbds3HjRkgkEjzwwAOOPLpRqaysRHp6OgDby9i6deuGtm3bIjs7Wyz7bqm9t7c3NmzYgJkzZ+Ls2bP45Zdf8Msvv1jss1OnTnjnnXdwxx13WLzuyLlRAFBYWGh1GV1ubi4efvhh8fcRERHYuXNnjXYeHh54//33MWPGDFy9ehXPPPOM2XWJRIIXXnih1oN5iYiIiIhuJofWAkycOBGDBw/GX3/9hTlz5kCtVlttq1ar8fbbb+P48eMYMmQIHnzwQUce3agkJydDp9MBqH0P0LBhw8x+b619y5Yt8d133+GTTz7B3XffjVatWkGhUMDHx0csCvHFF19g165dVoMT4Hh4Mi2EURvTYhfVDRgwAD/88APuvvtuBAYGwt3dHZ06dcKECROwfft2zJw5s14l04mIiIiIGorEYOtk21qcPHkSgiDgo48+wvnz5xEUFIR77rlHPOcJqKr0Fh8fj7179yI/Px/R0dF45ZVXbB602q9fv/oOiahWCQkJAGBxCWFTVV5ejsTERERGRja7/YbNAb++N0dpaSl++vUQrkuDnLfnqbwUngVpeOyB0XU+GJ1cH/+/27Tx69t41OV7Q4eW7U2ZMsVsNiA/Px8bN27Exo0brd4THx+PadOmWb0ukUhw4cIFR4ZFRETUYAxa68co3HTaxl+1kIioKXEoPAGAAxNXRERELksulyPA2wNQlQI654xBJ9FC5y6DXC53zgCIiMiMQ+Hpm2++aahxEBERuRSlUolRQ2KdemZVRUUFUlNTeUQDEZGLcCg89e/fv6HGQURE5HKcfWaVVCrlrBMRkQvhyXtERERERER2YHgiIiIiIiKyg8MFI4wMBgOOHz+Ov//+Gzdu3EBFRQVeeeUVs9KqGo0GOp0OUqkUCoWioR5NRERERER00zVIePr999+xaNEiZGZmmr0/bdo0s/D0ww8/4P/+7//g6emJo0ePwsPDoyEeT0TULKjVaovFCyoqKqBWq6FSqcQDualpqKiocGrBCiIiMudweNq+fTv+85//QK/XAwD8/f1RVFRkdv6T0UMPPYSPP/4YKpUK+/fvx9ixYx19PBFRs6BWq/HHkaPQlKtrXNNqdSguLkLhtRuQyaROGB3dLFqtDq/OnoUTJ0/ykE0iIhfgUHi6evUq5s2bB4PBgH79+mHBggUICwtDt27dLLZXKBQYNWoUtm3bhmPHjjE8ERHZSRAEaMrVCJH7Qyk3X/as1WqRr3ZDkGcQZLIGW41NTvTLgX3o2TUSIYEtoBW0EAQBKSkpOHnyJCZNmuTs4RERNVsO/Sv79ddfQ6PRICwsDGvWrLFrH1Pfvn2xbds2JCYmOvJoIqJmSSlXwNPdfMmz4CbAXaaAh0LJstZNRGjbDli86iP0jIiEoBWwbNkyxMfHY86cOc4eGhFRs+ZQePrjjz8gkUjw+OOP210AomPHjgCqZq3of2bMmIFDhw7VeF8mkyEgIAAxMTF44okn0LdvX5v9XLlyBXv37sXvv/+Oq1ev4saNG3Bzc0OLFi0QHR2Nu+66CyNGjKjx02mDwYA+ffqgrKzMYr+enp5o3749hg4dimnTpsHf399iu4SEBEycONFqH506dcKIESPw5JNPwsvLq0YbtVqNCxcuICEhAQkJCTh//jzS09NhMBhw5513YvXq1TY/PxFRU9AvujfWv78SsxbPQX5BAbKzs7F79264ubFILhGRMzm8bA8Aunfvbvc9xm+Yy8vLHXl0k3Px4kWL72u1WuTl5eHXX3/Fb7/9hrlz5+Kxxx6r0a6oqAj//e9/sWPHDhgMhhrXr1y5gitXruCXX35Bhw4d8H//93+4/fbbxeuZmZlWgxNQ9fVKSkpCUlISdu7cie+//96sGEhtn8PYx4ULF3DhwgXs3r0bmzZtqhHCli1bhg0bNli839pyUCKipuZUwt/49JsvENW1O4ICA9GuXTuMHj0ac+fOxaBBg5w9PCKiZsuh8GSs6qTVau2+p6SkBAC48dVEUVERrl+/DgB4+eWX8cQTT4jXcnNzsWfPHqxcuRKCIOC9997D8OHD0bp1a7FNWloannrqKWRnZwMAbr/9dkycOBG9evWCn58fiouLkZSUhF27dmHv3r24cuUKjh07ZhaeTEPPd999h4iICPH3ZWVluHz5Mj755BP8/fffuHr1KlasWIGFCxfW+CxJSUkAAA8PDxw9elQsHKLRaHDx4kUsXboU//zzDy5fvoyPP/4YCxYsMLs/MTERUqkUYWFhiIqKgoeHB7799lsADE9E1Hxk51zFwpf/g8CAAOw68htmzZqFkpISnDhxguGJiMiJHApPgYGBuHbtGrKyshATE2PXPWfPngUAhISEOPLoJsU0uHTv3t1sOVtoaCief/55aDQarFq1CoIgIC4uDlOmTAEA5OTk4Mknn8S1a9fg7u6Od999F/fdd59Z/35+fujQoQNGjRqF+Ph4vPLKK4iMjLQ4BolEgsjISCiVSvGal5cXWrZsicjISIwYMQIqlQpHjx61+VnCwsLg7e1t1seAAQOwevVq3H333SgpKcGePXswf/58s8qMb7/9NkJDQ8Uy9t9//714jeGJiJqLcSPHAABKykoh/f8VFMPDwxEeHu7MYRERNXsOhaeYmBhcvXoVv/76a41v2C2prKzE999/D4lEUuvenebENDx16dLFYptRo0Zh1apVAICMjAzx/f/85z+4du0apFIpVqxYgcGDB9t8VnR0tPg1MGUs4NG2bVuz4GTK398fEREROHPmDAoLCy22Mc48mc5cmQoMDESfPn1w8OBBFBUVoaSkBH5+fuL16ktAjX827u7u6NSpk83PRtQcqAVNjfe0Wi0qtRpUaNQQ9PavBKD602gF6PQ3/0ytMnUF5s1mkQgiIlfhUHi67777sGvXLuzfvx8nT55Ev379rLbVaDT497//jezsbEgkEowfP96RRzcpxoDg5eWFtm3bWmwTEBBQ470ff/xRnAGaPn16rcHJKDg4uMZ7xtATFhZm816pVGp1PFlZWeKyTGsh0Nq91hjHFR4ezhLM1KzJ5XIoPJXIKS8Cqp2ZqtXqUFxZBFW5nuc83QJanQ4519Jh0FjfJ9pQ9HoDBIlcPEuRiIicy6HvRocOHYoBAwbgzz//xPTp0zF9+nTcc8894nWtVov09HQcPXoU33zzDTIzMyGRSHD33XcjOjra4cE3FcbwZG22BoC4JwoAWrZsCZ1Oh5UrVwIAWrVqheeee67ezy8tLRX3S9kKT8ZKeAAsBmXTGTRbnyUnJwdA1WySr6+vzbEZwxOX7FFzp1QqMXBwLARBqHGtoqICKSkp6NKli7jklW4elUqFk4fy0UJQwV1a80D4hlReqUVapQer7BERuQiHf5T/8ccfY8qUKUhOTsann36KTz/9VFwSNmHCBLPKbwaDAT179sS7777r6GObDEEQcOnSJQC2Z2uOHDkivu7duzf27dsnBp7HH38c7u7u9R6Daejp3Lmz1XaffPIJysrKIJVKMXXqVJv9WPsspaWl+PvvvwFUfY7qywdNZWZmQqVSAWB4IgKqApSlZbVSqRRKpRLe3t4sxnOLyOVy+MgU8JTf3FDjJpHATWBwIiJyFQ7/jezn54cffvgBU6ZMgbu7OwwGg/hLr9eLr2UyGSZPnoyNGzdaPN+nuUpNTRV/kmwtcKSlpYnluyMiItC7d2/s3bsXAODm5ob777/foTGYhp62bduirKxM/FVQUIDjx4/jpZdewtq1ayGRSPCf//ynRsEJ4H+zRH5+flYLgixbtkwsU//II4/YHJexP4DhiYiIiIicr0E2kbi7u+Ptt9/GCy+8gKNHjyIhIQH5+fnQ6/UICAhA9+7dMXjwYIt7bZo7Y6EGwDw86XQ65Obm4sCBA1i+fDlUKhUUCgUWLlwIiUSC48ePA6gqsODon6vpGJ588kmLbSQSCYYNG4ann37aarEPYz/VQ2B5eTkSExOxdu1axMXFAQBGjBiBu+++2+a4TENd165da/8gREREREQ3UYPuwPf398fYsWMxduzYhuy2STOdXbG0FM4oKCgIy5YtEyscFhUVAQB69Ojh8BhsHWxrZDAYcOHCBaSmploMTyqVCllZWQCAU6dO2Qw7999/vxgCbTH+2bRp08asIh8RERERkTOwfJmT2QouPj4+iIyMxPDhwzFx4kT4+PgAAG7cuCG2MT0stz50Op2452rs2LH44IMPzK6r1WokJydj+fLlOHLkCObOnQulUlljqWBSUpLZ/jZTcrkcbdq0QZ8+ffDQQw+hd+/edo3NGJ4460RERERErqDBw1NOTg7y8vKgVqvRs2dPq2cGURVjeLrrrruwePFi8X13d3erpbnLyv5XHtfRzeFpaWmorKwEAIv7mJRKJaKjo/HJJ5/grrvuQl5eHtatW1cjPJmGwK1btyI0NBTA/zay11VZWRmuXLkCgPudiIiIiMg1NEh4Ki8vx9q1a7F161azkto7d+40Ow39l19+wW+//QZfX18sWrSoIR7dqOXm5qKgoABA1fI7ewtpGGegAIjV6OrLNPRUP6DWlKenJ3r27ImDBw8iNTW1xnXjLJFSqURkZKR4HlR9JScnizNZDE9E5IoqtQYADXP+kqAzQGuhq4pKPXR6y7P6RER06zkcnrKysvDMM88gPT3dbNmWpf0st912G9544w0YDAaMHz/e7uVbTZVpoQZLsz7WdOzYEVKpFDqdzmzPlKNjsBWeTFk6b8S0WISjwQlgpT0icl1yuRzu3v7Ic+xnVyKtTo+0vGKUCTXTk14vh1wCHpJLROQiHApPgiDg2WefRVpaGjw8PDBp0iT069cPzz77rMX27du3R9++fXHy5EkcOnSo2Yen+gYEHx8f3HbbbThz5gwOHz6MgoICBAYG1npfWVkZ3NzczA7RNM48tWnTBv7+/lbv1Wg0OHv2LICaB+Dq9XqkpKQAqFsItMU4Lk9PT3To0KFB+iQiaghKpRIDh46yeGBxfahUKuQe/hPFem9ApjC7pqusgLLsGg/JJSJyEQ6Fpx9//BGXLl2Ch4cHNvw/9u47rurqf+D46wIXLkuGgxQ0B+BA/eXOkXukmWnDyjJNUxtaGplW2h5WpGVZ2jI1NdM0c+VEzY0rcYIKDlBEmRfuhbt+f9C9X5B14SKX8X4+Hjy69zPOeV9IuO97znmfJUto2bJlsff06NGDQ4cOWTZKrc7MCYKvr2+h+yIVZuzYsRw9ehStVsu0adP45ptvCt0o12QysWPHDj777DPWrVuX55w5gStu1GnOnDkkJycDMGzYsDznYmNj0Wg0QNmNEpnjCg4OljcNQogKp7ANi0tLqVTi4uiBwjlvm9kOChw08jtQCCEqCpuSp82bN6NQKBgxYoRViRP87811bGysLV1XCebkqTQJR9++fRk2bBhr1qxh9+7dPPzwwzz77LO0b98eX19f1Go18fHxHDp0iPXr13PhwgWaN2+Os/P/PtW8desWiYmJAAQGBuYpRGEymUhPT+fUqVMsX76cPXv2ANClSxeGDx9e4Oso7WvJzMwkKioqzzHzcx8fH8uIF+RswGsuRiGEEEIIIUR5sil5Mr/Bve+++6y+x8fHB4DU1FRbuq70srKyLAlkaUdrPvzwQ2rUqMHixYs5f/48b731VqHXOjg40Lt37zzHcic98+fPZ/78+YXer1AoeOSRR5g5c2a+kSDzKJFCoShVWfF//vmHl19+ucBz4eHhhIeHW54//fTTzJw5s8R9CCGEEEIIYSubkqe0tDQAatSoYfU9er0eKLjoQHUSFRWFwWAASr9OyMnJiTfffJPhw4ezYsUKDh06RHx8PBkZGbi6uuLn50dQUBAdO3akb9+++aYGFrXHlFKpxMPDg4YNG9K2bVuGDh2ab63T7e00aNAADw+PEr+O06dPW31tYTEIIYQQQghxp9mUPHl5eZGUlMS1a9esrtRmLnNtHoGqrlq1amVzpTyzwMDAIkedCjN27FjGjh1rc/8LFiyw6f4pU6YwZcoUm+MQQgghhBDiTrJp+Kdx48YAnDx50up7Nm7ciEKhICQkxJauhRBCCCGEEKJc2ZQ89ejRA5PJxLJly0hPTy/2+g0bNrB7926AfOtvhBBCiOrMpM/GlK3N84W+bMqhCyGEKBs2JU9PPvkkPj4+pKWlMWHCBOLj4wu8LjU1lTlz5vD666+jUCioV68eQ4YMsaVrIYQQokpQKpX4eLhSV5HOXYZbeb7qKdLxdHFCqVTaO0whhBDYuObJ3d2d2bNnM27cOI4dO0b//v3zlCwPCwsjJSWFkydPYjAYMJlMODs7M2fOHJycbOpaCCGEqBJUKhX9enQrcNNdjUbDxYsXC93HTwghRPmyueRd586d+emnn6hZsyZ6vZ7jx4+jUCgA2LVrF//++y96vR6TyUStWrVYuHAhrVu3tjlwIYQQoqpQqVR4enrm+/Lw8JBRJyGEqEDKZPinU6dObNu2jdWrV7N9+3YiIyMtZcxdXV0JCQmhb9++PP7447i6upZFl0IIIYQQQghRrsps7pxKpWLEiBGMGDECyNnPyWg04uzsXOD1Go1GEikhhBBCCCFEpWFT8rR06VKeeuqpghsuYk2TRqNh/PjxLFmyxJbuhRBCVDBarbbAtTuidDQajXw/hRCiArEpefroo4/w9fVl4MCBVt+j1WoZP348hw8ftqVrIYQQFYxWq2Xf7j1kZ2rtHUqVodcbSNeoadq0KW5ubvYORwghqj2bkiej0ci0adPw9vamc+fOxV5vTpwiIiIsRSWEEEJUDTqdjuxMLX5Kb1TKgqdsi5JRazKZPO1V+gzoZ+9QhBBCYGPy1LZtW44ePcrEiRNZvHgxISEhhV6r1WqZMGEChw4dQqFQ8NJLL9nStRBCiApKpXTGzUXWtNpi7bYNtG7Wkpo+vhj0BgCio6OJiIiwrC0WQghR/mwqVb5gwQKCgoLIyMhg/PjxXL58ucDrtFotzz//PAcPHkShUPDCCy8wceJEW7oWQgghqqx6deryzlefMH/Zz+j0OsLCwpg0aRINGjSwd2hCCFGt2TTy5OnpyY8//siTTz5JfHw8Y8aM4bfffqNWrVqWa7KysnjhhRc4cOAACoWCCRMm8PLLL9scuPifCRMmsHPnznzHlUoltWvXpm3btowePZpWrVqVuI3C/Prrr3To0MHy/O+//+aVV17Jd51CoaBGjRoEBwczZMgQHn30URwcCs/ZjUYj0dHRREZGcvLkSSIjIzl37hw6nQ5XV1eOHj1a5P1CCFEVdGjdll8+/ZbQWTO4lZREXFwcGzdulN9/QghhZzb/Fvbz8+PHH3/Ex8eHuLg4xo4di1qtBv6XOO3fvx+FQsH48eOZPHmyrV2K25w9e7bA4zqdjvj4eNavX8/jjz/OmjVrStxGQRQKBc2bN7fqfpPJRGpqKhEREcycOZMJEyYUWTlq27ZtDBkyhLfeeovly5dz8uRJy/XBwcHyxkEIUS0cjjzG6GkvUq/OXdT09SUgIIBBgwaxd+9ee4cmhBDVWpns89S4cWMWLFjA6NGjiYqK4oUXXmDevHlMnjyZffv2oVAoeO6555gyZUpZdCdySUlJ4fr16wC8/PLLjB49GshJWq5du8bq1atZuHAhBoOBd999l65du1KnTp1C2wgNDS20/LyZQqHIV/XJnDw1bNiQ1atXW46r1WoOHz7MJ598QmJiIrt372bp0qWWOG935swZAPz9/WnVqhUhISHMmTMHo9FIs2bNrPumCCFEJReXEM/7r7yJr48PG3ZvJTQ0lLS0NA4dOkTXrl3tHZ4QQlRbZbZJbuvWrZk7dy7PP/88hw8fpm/fvqSlpQHw7LPPEhoaWlZdiVxyj/g0a9YMd3d3y/OgoCCmTZuGWq3m999/R6vVsm3btnyLjYtqw1rnzp2z9Jn7fnd3dx544AHuuusuS78bNmwoNHl68MEHeeaZZ/Dx8QEgJiaGL774AoCmTZuWOC4hhKiMHur7AABpGek4OjkCEBgYSGBgoD3DEkKIaq/MkieAbt26MWvWLKZOnZoncXr99dfLshuRS+7Ep7A/qg888AC///47AFeuXCmyjcaNG5c4htTUVOLj4wFo0qRJgde0a9eOevXqER8fX2hhkYL6vz2xE0JUfFpdtr1DKDPZeh0Go8Fu/WdoNbw9fYbd+hdCCJGXVcmT+Y2xNczFCRYuXMj999/PyJEjC72/Xr16VrcrCmZOLlxcXKhfv36B1/j5+VkeK5XKQttwdXXF39+/1DFA4QmcOY74+PgCYyiMeURLoVDIyJMQFZxSqcTZTUVCZgoUvrSx0tAbDCRci8WUnWG3GIxGE598vYD+D1q/Gb0QQog7x6rkqU+fPiVuWKFQsHnzZjZv3lzo+dOnT5e4XZGXOXFp1KhRocUUbty4YXlcUAKSe71SaTYvtjZ5MsdRkiTI3HZAQAAeHh4ljk0IUX5UKhVduncrsihMZaJWq4nYeYtaOjUujuW7sfvf+/6lRWN/avl6YTKZcHBwkH2ehBCiArAqeTKZTHc6DlEKOp2O8+fPA4VPl4OcCnYA3t7e9OrVq1RtFMWc4Dg4ONCoUaMCrzlz5gxxcXEAPPLII1a3bR55kil7QlQOKpUKlUpl7zDKjFKpxNPJGTdl+Vb6DPSvzZylGwlpHID+v32eTpw4wYwZMoVPCCHsyark6ZNPPrnTcYhSuHjxouUT3sISn6NHj7J8+XIUCgXvvvtuvip5udsICAggI6Po6SnOzs75pt2ZExx/f/8C3zRpNBreeecdAHr16sWgQYOseHWQlpZmmfIpyZMQojpp36IRP80Yy+tf/86t5BTZ50kIISoIq5KnYcOG3ek4RCmYy3pD3sTHZDJx48YNNm/ezIIFC3B3d+ftt99m4MD8c+ZztzF//nzmz59fZJ9hYWE8+OCDlud6vZ7o6GggZ9pf7uQrMzOTo0eP8s0333D+/HkeeeQR3n77batfnzkpA0mehBDVy5EzMXyzchstm9Snpo+3ZZ+nmTNnSqlyIYSwozKttifKV+7korCKhq1bt+aHH37A29u72Das0bJlyzzPL168SHZ2TmWtf/75h7Zt2+a7x93dnfnz59OjR48S9ZV7LZUUixBCVCdxicm8M24Yvl412HTorOzzJIQQFYQkT5VY7uSiMCdOnODzzz/no48+KrKN2rVrs2fPnjsSQ0ZGBm+++Sbr16+37N9kDXNi5+HhQUBAQIljE0KIympI95wPotIys3F0lH2ehBCioijT5OnKlSscO3aMmzdvotFoePLJJ/H19S3LLkQu5sSla9eu/Pzzz0DOlL3ExETCw8OZNWsWmZmZrF69mgkTJtCgQYNC2yjttLjcydPu3bstZdHVajVnzpzhs88+48SJE9y8eZNff/2VSZMmlbjtpk2blqoKoBBClIUsvQkwWp7rDCb0xsKvL0uaLCMzp75SPp0JIYQoVpkkT2fPnuXjjz8mIiIiz/EBAwbkSZ5+/fVX5s2bR40aNVi/fn2J9vsRed24cYOkpCQAWrRoYTmuUCioU6cOjz/+OABvv/02RqORtWvX5ktccrfRvHnzUsVhHh2qVatWnv2kPDw86NChAwsWLKBfv36o1WrWrFljdfJkNBotVQBlvZMQwh6USiUuHt4kqv93TG8wEpOYSoaufLIno1GJUpHzO1EIIYT92Zw87d27l5deeomsrKw8Jc0LGikYOnQoX3zxBSkpKezatYu+ffva2n21lbvQQ+7kKbdhw4bxxRdfkJqayubNm/MlLrnbKG3yZB4dKiwGX19fhgwZwrJly4iLiyMyMpJWrVoV225sbCwajQaQ5EkIYR8qlYouPfvl2bdKrVZzY9d+Uo0e4OR8x2MwZGlQZVyTKntCCFFB2PTbOCkpicmTJ6PVamncuDHff/89R44cKfR6Dw8Pyz5D//zzjy1dV3u5Cz2EhIQUeI2zszO9e/cGIDo6mqtXrxbaRmmSp5s3b3Lz5k2g8OQJ4P7777c83rlzp1Vt554OKMmTEMJeVCoVnp6eli8PD4+cESk3D1QeNe74l9LVTRInIYSoQGz6jbxkyRLS09O56667WLZsGd27d8fd3b3Iezp27IjJZOLUqVO2dF3tmZMLDw+PAtcymZmTJ4Bdu3YV2Iabmxt33313iWPIPXJVWAIH0K5dO0u1P2uTJ3Ni5+DgQFBQUIljE0IIIYQQoqzZNG1v165dKBQKRo8ejZeXl1X3mDdzvX0URJRM7ulyRRVT6NatG87OzmRnZxMeHs5TTz2Vr43AwEDLFLmiqFQqS9Wn3Peb4yiMk5MT9913H+vWrePUqVMkJiZSu3btPNecOHEiz5z+o0ePAjlrqXKPkDk6Olo17U8IIYQQQoiyZlPydOXKFQDuueceq+/x9PQEcuaNi9LJysoiNjYWKDppgZxRpXvvvZfdu3dz6NAhNBoNrq6uedo4ceJEgfsz3W7lypW0bt3a8tycPHl7exdbSrx3796sW7cOk8nErl27ePTRRy3nkpOTeeyxxwq878aNG5biFwDBwcGsW7eu2FiFEEIIIYQoazZN28vKyspppATzsTMyMgBwcXGxpetqLSoqCoPBABSfPAH06dMHyPl57du3L18b1lAqlfnWHplHhKxZL9W9e3dLdcXbp+7lnv5XnODgYKuvFUIIIYQQoizZNPLk6+tLQkICV69ezTMiURTzWqfbp20J67Vq1SrPVLbiPPHEEzzxxBM2tVGQ9evXW32th4cHJ0+eLPBcly5dbI5FCCGEEEKIO82m5Klly5YkJCSwZ88eBg0aVOz1RqORlStXolAoaNOmjS1dCyGEEHZj0meXT0d6XfHXCCGEKDc2JU8DBgxg27Zt/PXXX4wZM4bAwMAir//444+Jjo5GoVAwePBgW7oWQgghyp1SqcTHwxXU6WD9zOdSMyj0GFycZFN5IYSoIGxKngYPHsxPP/3E2bNnGTVqFNOmTaN///6W8wqFwrLO5ocffuDYsWMoFAo6dOhA165dbQ5eCCGEKE8qlYp+Pbrl2Tj3TtJoNFy8eFHWCQshRAVhU/KkUCiYN28eTz75JDdu3GDatGm88cYbltLZo0aNIiUlxVKYwGQy4e/vz+zZs22PXAghhLADlUqFSqUql74cHR1l1EkIISoQm7ct9/f3588//6R3796YTCYMBgMmkwmTycTNmzfR6/WW5z179mTlypXUqlWrLGIXQgghhBBCiHJj08iTma+vL99++y3nz59n+/btREZGcuvWLYxGIz4+PrRo0YK+fftaVVZbCCGEEEIIISqiMkmezAIDA4stGiGEEKL0tFptvvU2Go0GrVaLWq0u0f5touLTaDTltr5KCCFE8co0eRJCCHHnaLVa9u3eQ3amNs9xvd5AamoKyddu4uTkaKfoxJ2g1xtI16hp2rQpbm5u9g5HCCGqvXJJnq5cuUJycjL+/v7UrFmzPLoUQogqR6fTkZ2pxU/pjUrpbDmu1+u5pXWgpltNnJzkM7GqRK3JZPK0V+kzoJ+9QxFCCIGNyVNSUhJbt24FYNCgQXh6euY5f+XKFSZPnszp06eBnOp8/fv358MPP8TDw8OWroUQotpSKZ1xc3G1PNc56HBxcsbVWSWV2aqItds20LpZS2r6+GLQ50zFjI6OJiIighEjRtg5OiGEqL5sSp62bt3KO++8Q4MGDXj88cfznNPpdIwbN45Lly5hMpmAnFLlmzdvJjU1lYULF9rStRBCCFFl1atTl3e++oSWwc3R6XWEhYVx4sQJZsyYYe/QhBCiWrMpedqzZw8Affr0yXfuzz//JDY21rIp7r333suBAweIiIjgwIEDbNu2jb59+9rSvSilCRMmsHPnzgLPubi44OfnR4cOHRgzZkyhBUASEhLYsWMHBw8e5MyZMyQkJGAwGKhbty7dunVj7Nix+Pv7FxrDTz/9xGeffWZ5PmbMGKZNm1Zk3Hv37mXMmDGW53fffTdbtmwp8h4hhKiMOrRuyy+ffkvorBncSkoiLi6OjRs34uBg8w4jQgghbGDTb+ELFy6gUCj4v//7v3zn1q9fD8D//d//sXjxYl566SUWLVpE27ZtAVi3bp0tXQsbnD17ttBzWVlZXL58mT/++INhw4axf//+fNcsWLCAnj178u6777Jp0yZiY2PRaDRkZ2dz6dIlli5dypAhQzhw4IDVMURHRxcZs8lkIiwsLM+xZs2aFXmPEEJUVocjjzF62ovUq3MXNX19CQgIYNCgQezdu9feoQkhRLVmU/KUnJwMQL169fIcz87O5tixYygUCp544gkUCkVOZw4ODB8+HJPJxMmTJ23pWpRSSkoK169fB+C1117j6NGjlq8DBw7wxx9/8PDDDwM5P8f33nsvXxt79+7FZDLRqVMn3n77bdasWcP+/fvZtGkTkyZNQqlUolareeWVV0hJSSkwDnPyVKNGDSAnES/KunXrOH36dJ5qU02bNi3x6xdCiMogLiGe9195kwlPPovSSUloaCjffPMNly5dsndoQghRrdmUPKWnpwPkq+506tQpsrOzAejWrVuecw0aNADg1q1btnQtSin3iE+zZs1wd3e3fPn4+NCyZUs++eQT2rVrB0BMTAxxcXF52rjnnnvYsmULixcv5qmnnqJFixb4+vrSuHFjJk6cyKRJk4CcRM08AplbdnY2MTExAPTv3x+Aa9eukZGRUWDM2dnZfPnllwAMGDAgT/xCCFEVPdT3ARoG5Py9dPyv/HxgYKAUixBCCDuzac2Ti4sLmZmZ+RKhw4cPA1C/fn1q1aqV55yrqyvCfnInT02aNCn0ug4dOnDkyBEAS5l5s1dffbXIPgYNGsTs2bPz9Wd2/vx5y6aPAwYMYN26dWRlZXHhwgVat26d7/ply5YRFxdHQEAAbdq0Yc2aNYAkT6L60uqy8zzX6/Vk6bPRZGvRGfV2ikqUVLZeh8FY9KbGGVoNb0+XIhFCCFFR2JQ81a9fn3PnznHgwAHuu+8+y/GtW7eiUCgsoxe5maf6+fr62tK1KCVzMuPm5kbdunULvc7R8X8bbfr4+JS6v4IWN+dOqEJCQggMDOTUqVMFJk/p6el89913AEyZMoXIyEggZ7pfUQUphKiKlEolzm4qEjJTQPe/43q9gdSsFNSZRtkkt5LQGwwkXIvFlF3wiLuZ0WhCp1BiNBrLKTIhhBBFsSl5uvfeezl79iy//fYbHTt2pH379qxevZoTJ06gUCjo2bNnvnuioqIAqF27ti1di1IyJy6NGjWyrEUryNGjR4Gc9WwlTVIOHTpkeVzQ6JY5htq1a1OzZk2aNm3KqVOnOH/+fL5rf/jhB1JSUggJCeGBBx5g5cqVgIw6iepJpVLRpXs3y8itmUajITo6mqCgIBndryTUajURO29RS6fGxbHw38WZWXpislylyp4QQlQQNiVPTz31FMuWLSMzM5Pnn38+z7mAgIACS5j/888/KBQKWrVqZUvXohR0Op0lQSlqyt7OnTstVfbGjh1boj40Gg3ff/89kLMWbtCgQfmuMSdP5oIPwcHBQP6iEQkJCSxatAiAqVOnolAo8t0rRHWjUqlQqVR5jjk6OqJSqfDw8MhTVEVUbEqlEk8nZ9yUhSdGDgoFDjpJnIQQoqKw6Tdy/fr1+eyzz1CpVJhMJsuXt7c3c+bMyVdIIiEhgYMHDwLQuXNnW7oWpXDx4kXLJ9b169cnIyPD8pWamsqZM2cICwtj4sSJQM7apZIsTjaZTMycOZPY2FggJ/EqaITx3LlzQP7k6faRp7lz56LVaunWrRudO3cmISHBUr1PRp6EEEIIIUR5s2nkCeD++++nQ4cOhIeHc/PmTe666y769OmDp6dnvmujoqJ48MEHAejUqZOtXYsSOnPmjOXxvHnzmDdvXoHXhYSE8NRTT/Hwww8XObUvN5PJxLvvvmvZv6tjx46WJCy3a9eu5UuAzMlTXFwcGo0GV1dXzp8/z5o1a3BwcGDq1KlA/kqBQgghhBBClCebkyeAmjVr8uijjxZ73X333ZensIQoX+YRn+LExMRw9uxZ9Ho9SqWy2Ov1ej0zZ85k9erVALRr14758+fj7Oyc79qCEqDatWvj4+NDcnIyFy9eJCQkhLCwMAwGAw899JDlOvO9Tk5OBAUFWfVahBBCCCGEKCtlkjyJyiF3oYY9e/bkOafT6YiLi2PFihX8/PPPLF68GI1Gw4cfflhkm5mZmbzyyivs3r0bgD59+jB79ux8azJuj8HZ2ZnGjRtbjgcHB3Pw4EHOnz+PRqMhPDwcZ2dnXnnllXz3NmrUCBcXlxK+eiGEEEIIIWwjyVM1Yk4+WrRoke+cUqmkYcOGTJs2jZiYGMLDw1m9ejWvvfYa3t7eBbaXlJTE+PHjLeXDH3/8cd555508Zc4LiyEwMDDPmjhz8nThwgWWL18OwNNPP52n0p8UixBClJZWq81XpdCe1Go12To9qXojGp2p0Os0WUYMxsLPCyGEKF82JU8RERE2dd6hQweb7hfWu3HjBklJSQA0b968yGs7duxIeHg4BoOBy5cvF5g8Xblyheeee85SHOKll17i5ZdfLjaOwhIg8/OVK1eSlJREjRo1mDBhguW8Vqvl0qVLgKx3EkKUjFarZeuuPSSrNfYOxcJgMJCYqMGgL3oU3WhUolQg+zwJIUQFYVPyNHLkSKsLCtxOoVBw+vRpW7oXJZC7WERISEiR1+b+mRa0t8ipU6cYP348N2/exNHRkbfffpsnnnii2BgyMzO5fPkykD8BMheNMCd4EyZMyJO0RUVFYTAYCrxXCCGKotPpSFZruGbyROGUfy2mXTiC3t8Xg6HopMiQpUGVcU32eRJCiArC5ml7JpNMJ6gMcheLKG7kyVxO3jyVL7e9e/cyceJEMjMzcXFxYfbs2fTt29eqGKKioiyfnt4+8hQUFIRCocBkMlG3bl1GjhxZ6viFEKIgCidnFM4Fr8e0B+V/X0XJdlDgoJHESQghKgqbkqfFixcXe41Go+HChQv89ddfnD17lnbt2jFp0iT5FK2cmafL1ahRg/r16xd63Y4dO9i5cycA/fv3x8PDw3Ju7dq1vPXWW+h0Ory8vPjuu+9o165diWOA/KNHbm5u/P333xgMBmrUqJGvIIT53lq1alGrVi2r+xRCCCGEEKKs2JQ8dezY0arrevTowZgxY5gzZw4LFizgr7/+4uOPP7ala1FC5uQjODiYjIyMPOc0Gg0xMTGsX7+elStXYjKZuOuuu5g2bZrlmsWLF/Pxxx9jMpmoVasW3333HU2aNMnXlplSqcxXqtwcg5+fHz4+PvnuuX2Uq6B7ZcqeEEIIIYSwl3KttjdlyhROnjzJmjVr6N27t9XTvYRtsrKyLIUdDh8+TNu2bYu8vl27dnz66af4+flZjv3yyy+WKZo3b97kscceK7KNqVOn8txzz+U5ZksCZJ62J5X2hBBCCCGEvZR7qfJHH32UvXv3snz5ckmeyknuYgu3c3BwwMPDg7vuuovWrVszaNAgunTpkqdohFqtJj4+vkR9tm7dOs9zk8lEVFQUUPIE6OrVq6SnpwMy8iSEEEIIIeyn3JOnu+++G8hb/U3cWa1atcpTcKGkPDw88qxXKg2FQsHRo0dLdW9AQIBN8QshhBBCCFEWyj15Mq+RUavV5d21EEKIasykz7Z3CCWnrzgb+wohhLBD8vT3338DSMU0IYQQ5UKpVOLj4QrqdCh4BnOFZVDoMbg4oVQWV9RcCCFEeSi35CkjI4NFixaxbNkyFAoF3bp1K6+uhRBCVGMqlYp+Pbqh01W+URyNRsPFixfzbd8ghBDCPmxKnp555plirzGZTKSmphIbG4tOp8NkMuHp6cn48eNt6VoIIYSwmkqlQqWqOBvkWsvR0VFGnYQQogKxKXk6dOgQCoXCUsLaGg0aNCAsLIyAgABbuhZCCCGEEEKIcmVT8tShQ4dir3F0dMTd3Z369evTsWNHunfvjpNTuS+1EkIIIYQQQgib2JTFLFmypKziEKLK02q1dltzodFo0Gq1qNXqQvf8EpWX/HyrLo1GUynXagkhRFUlQ0BClAOtVsu+3XvIztTapX+93kBqagrJ127i5ORolxjEnSM/36pLrzeQrlHTtGlT3Nzc7B2OEEJUe5I8CVEOdDod2Zla/JTeqJTO5d6/Xq/nltaBmm41ZdpsFSQ/36pLrclk8rRX6TOgn71DEUIIwR1InrRaLRcuXCAlJQWFQoGXlxeBgYFSZlUIQKV0xs3Ftdz71TnocHFyxtVZJZW7qiD5+VY9a7dtoHWzltT08cWgz5mKGR0dTUREBCNGjLBzdEIIUX2VWfK0detWFi9ezLFjx/LNuXd0dKRNmzaMGjWKvn37llWXQgghRJVUr05d3vnqE1oGN0en1xEWFsaJEyeYMWOGvUMTQohqzebkKSsri6lTp7J161aAAsuW6/V6Dh8+zOHDh+nXrx9hYWE4O5f/1CV7MxgMbNu2jfDwcI4fP87NmzfRarV4eHgQEBBA69at6d27N507d8bR0bp1C++88w6//fYbAAMHDuTLL78s9p7BgwcTHR2d77hSqaR27dq0b9+esWPH0qxZs3zXREZG8uijj+Y77ujoiIeHB76+vjRv3pwuXbrwwAMPFDtHP3d7n376KUOHDi3y+o0bNzJlyhQAli1bRrt27Yq8XgghKqMOrdvyy6ffEjprBreSkoiLi2Pjxo04ODjYOzQhhKjWbE6epk6dypYtW4CcN9CdO3fmnnvuoXbt2phMJm7evMnx48c5cOAAer2erVu3MnXqVL766iubg69Mdu/ezbvvvktcXFy+c8nJySQnJxMZGcnSpUvx9/fnlVde4aGHHiqyzZiYGFatWmV5HhUVVWwc2dnZxMTEFHhOp9MRHx/PX3/9xaZNm/jyyy/zjRSePXu2wHsNBgOpqamkpqYSExPDxo0b+eyzz3jzzTcZNmxYofHkbi8oKKjY+M2vUaFQ0LRp02KvF0KIyuhw5DHmLl5Aq6YtqOnrS0BAAIMGDWLmzJl07drV3uEJIUS1ZVPytHv3brZs2YJCoeCee+7hs88+o379+gVee+XKFaZPn86RI0fYsmULe/bsoVu3brZ0X2nMmzePuXPnAuDu7s7gwYMZMGAA9evXx9PTk1u3bnHy5Ek2bNjA7t27iYuL4++//y42eQoLC0Ov11uex8bGkp2dXeSoXnR0tOWeTz/9lH79chYhm0wmrl27xsqVK1m0aBE6nY4ZM2bQpUuXPKNH586dA8DNzY1//vkHhUIB5CRP6enpXLx4kd27d/PHH3+QlpbG9OnTuXHjBhMmTCgwHnN7Dg4ONGnSpMjXa44fICAgAA8Pj2KvF0KIyiguIZ73X3kTXx8fNuzeSmhoKGlpaRw6dEiSJyGEsCObxv/XrFkDQOPGjfnll18KTZwA6tevz88//0xgYCAAf/zxhy1dVxoLFy60JE4dO3Zkw4YNvP/++3Tt2pUGDRrg4+NDYGAgQ4cO5YcffmDJkiX4+/sXO6py9OhRtm3bBkCPHj2AnATmwoULRd6Xe6QnJCQEd3d33N3d8fDwICgoiDfffJMhQ4YAOSNiBw4cKPD+wMBAPDw8LPfXqFEDf39/7rvvPt566y3WrVtHw4YNAZg9ezYnTpwoMp4GDRqgUqmKjB3+lzwVNKVQCCGqiof6PkDDgAYAOP5Xfj4wMFCKRQghhJ3ZNPJ0/PhxFAoFY8aMsaqanouLC2PGjOHNN9/k+PHjtnRdKYSHhzNr1iwAOnXqxI8//ljsWq+OHTuyfPlyEhISirzus88+A3Kmuk2dOpVdu3YBOSM5zZs3L/S+M2fOADnrm8zJze369evHX3/9BcDly5fznDOPFBWX3Pn7+/PVV18xdOhQTCYT8+fP59tvv813nbk9a6bsabVarly5AlTe5Emry7ZLv3q9nix9NppsLTqjvvgbhFWy9ToMRvtvSqvXG0jTZuCodpZ9nqqYDK2Gt6dLkQghhKgobEqebt26BRT/Rjq34ODgPPdWVdnZ2Xz00UcA+Pn58e2331pdJMPPzw8/P79Cz2/evJljx44B8Nprr9GoUSOUSiU6na7YdU/mZMV8T0F8fHwKPH716lXS0tIA637mzZo1o23bthw5coT9+/fnm1KYuz1rkqfo6GiMRqOl7cpEqVTi7KYiITMFdOXfv15vIDUrBXWmUd5clxG9wUDCtVhM2Rn2DgWj0YROp0N5U4mDg8Le4YgyZDSa0CmUlt99Qggh7Mum5MnFxQWdTodGo7H6nszMTMu9VdnChQstoyTTp08vs/U5er2e2bNnAzmjVD179gRykqGoqCirkydzEluQ69evWx7Xrl3b8jj3lD9rE+bWrVtz5MgRMjMziYuLo1GjRgW2Z23yZFbZkieVSkWX7t3Q6eyQOQEajYbo6GiCgoJwdS3/faaqIrVaTcTOW9TSqXFxtG/CYtDrSUpJxdfbG0cn2eepKsnM0vPsB9/z2MjR9g5FCCEENiZPAQEBnD17lvDwcDp06GDVPTt37rTcW1Xp9XqWLFkC5Exfu//++8us7RUrVhAbG4tCoeD111+3HA8KCio2eYqPjyc1NdVyfWF2795teZy7FHhpkqfco1gpKSl5zpU2efL09KyU//+oVCqr1nXdCY6OjqhUKjw8PIotHy+sp1Qq8XRyxk1p3/LROp0DWZmO1HBzkU1yq4i/dh+ldWB9fL29MPw36iSb5AohhP3ZlDx169aNM2fO8Ouvv9KrV69iE6jDhw/z66+/olAouO+++2zpukKLiIggMTERgGHDhpXZvhwZGRnMmzcPgEGDBtGqVSvLOXOluoSEBFJSUvD29s53vzXJyuHDh9m4cSMAPXv25K677rKcM49a3XXXXXh5eVkVc1ZWluXx7YmDuT2FQsGtW7csiV1hzFMVpUS5EKKqq1fLh/d+/JOQxgHodLJJrhBCVBQ2JU/PPPMMv/76K1qtljFjxvDMM88wfPhw7r777jzXXbp0iZUrV7J48WKys7NxdXVl5MiRNgVekR08eNDyuHPnzoVel52dXeg0Lnd393zHfvjhB27duoVSqbRsFGuWOxmKjo4uMJE1F4uAvNP2dDod165d4++//+bbb79Fr9fj7e3Nm2++WeD9JZkyZ17TBODr61tgeyaTiVGjRlndZmWbsieEECXVvkUjfpoxlte//p1bySmySa4QQlQQNiVPtWvX5uOPPyY0NBS9Xs/PP//Mzz//TI0aNahVqxYKhYKbN29aRhRMJhMODg7MmjUrz1qaqib3Rq65R4duN3r0aI4cOZLvuLu7O0eOHLHsoQRw48YNFi1aBMCIESPylYU3l4A3919Q8mQe6QHybX6bW4MGDfjqq6/yJMFqtZqrV68CJRv5Md/j6upKzZo1C2yvpCR5EkJUdUfOxPDNym20bFKfmj7eskmuEEJUEDYlTwADBw6kRo0azJw5k/j4eABSU1MLnIJVr149PvzwQ7p06WJrtxWaecpejRo1Ci2MYTKZ8kyjyy0kJCRP4gQwd+5cMjMz8fT05IUXXsh3z913342zszPZ2dl5kqTcCutPoVDg7e1Ny5YtGTBgAEOGDMkX97lz5zCZTEDJkidzSfp27drh5PS//91yt/fWW2/xzDPPFNnOnj17GDt2LCDJkxCi6otLTOadccPw9arBpkNnZZNcIYSoIGxOngC6du3K1q1b2bZtG3v37iUqKsqSPHl7exMcHEzXrl3p06cPjo5Vv0yyeSpeURX2FAoFR48etTw3mUx06NCB9PR0WrZsmefaCxcusHr1agDuv/9+rl+/nqcinpmfnx9XrlwpsGhERkaGZc+m0aNH8/LLL1viUKlUxU4FKU2xiGPHjpGcnAzkrI8rrL0WLVoU29bp06eBnMIH1hSXEKK8ZOlNgH3LSOt1JrIMCjQ6Ezo7x2KmM5jQV4xQKqWu7f8PgLQsneX3c2BgYJ5ZBkIIIcpfmSRPkPOmdsCAAQwYMKCsmqy0PD09gZyExVqxsbGkp6cDOSNPuX3++ecYDDkbca5cuZKVK1cW2Vbukt5mUVFRlpGeli1bFrimqijm0SxnZ+dCN9e93a+//grkTNkbOnRoge05ODgUuamv2alTpwBo2LCh3SrWCZGbUqnExcObRLW9IwG9g55UpSsaBy+cFGX2a7308RiMxCSmkqGT7MlWRqOSCRMnyz5PQghRQdj/r2wV1KhRIw4dOkRKSgrXrl2jbt26xd5z8uRJy+PcI08RERGEh4eXqH+1Wk1cXBz+/v6WY7mLRViTrNzOfH9gYGCe6XeF2b9/Pxs2bADg0Ucfzbfxrrm9u+++26pEzjzyJFP2REWhUqno0rOf3fbuyq2i7eOlVqu5sWs/qUYPcLJuc3BRMEOWBlXGNSkUIYQQFYQkT3dA165dWbFiBQCrV6/mpZdeKvYec/Lk6emZp1DDZ599BkDjxo1Zv359kdMed+3axfjx44GckabcyZN5mpyLi0uejWqtYTQaLaNZ1kzZu3DhAq+//jomkwl/f3/LFMGC2rt9lK0g6enplg2HJXkSFYk99+7KrSLu46VUKnFx9EDhbP/vT2WW7aDAQSOJkxBCVBRlmjxlZGRw9epV1Gq1VVMMrN1Yt7Lp06cP9evX58qVKyxYsIBOnTrRvn37Qq83Go38+++/QM76H3OxiI0bN3LixAkAXn311WLXizVu3NjyOCoqil69elmem6fJBQUFlXjdWWxsLBqNBig+edq0aRPvvvsuKSkpqFQq5syZQ40aNQptz5rk6dSpU5Yph5I8CSGqmy9nfcBTQwfZOwwhhBCUUfL0559/snjxYs6ePWt5k1schUJhmYpV1Tg5OTFr1ixGjx5NVlYWo0ePZvjw4QwYMIBGjRqhUqlIT0/n0qVL7N69mw0bNnDjxg3gf8mETqdjzpw5ANxzzz3069ev2H4DAgJQqVRotdo8RSNMJpPleWmm7OUu7tCgQQPLWi6TyURqaio3btzg0KFD/P3335afae3atfn2229p3bp1ke2VpFgESPIkhKgeju3cREBQCF4+Phj/W/MaHR1NREQEI0aMsHN0QghRfdmUPJlMJqZOnWpZ22Jt4lQdtG/fnh9++IFXX32VpKQkli5dytKlSwu93svLi+HDh/Pss88CsGzZMkt1vNdee82qPhUKBXfffTfnzp3LkzxdunSJzMxMoHTJU+7S5y+++GKR16pUKh577DHGjx9PnTp1im3PmuTJXCzC19e30DaFEKIq8a59F2vnf0ZAYDN0Oh1hYWGcOHGCGTNm2Ds0IYSo1mxKnlavXs369esB8PHx4eGHH6Z169Z4eXnJ4lagc+fObNu2jZUrV7Jr1y5LCXcnJydq1KjB3XffTfPmzenWrRv33nsvzs45C6vVajXfffcdAD179izR9MYmTZpw7tw5YmJiyM7OxtnZOc9IT2lGbgrbH8rNzQ1vb298fHwICQmhXbt2dO/eHV9fX6vaq1+/fr4pfQWRYhFCiOqmUUgbxrw3l5Vz3iElOYm4uDg2btwof1uFEMLOFCYbhotGjBjB0aNHufvuu1m+fHmxb5qFqAgiIyMBaNWqlZ0jKT+ZmZmcOXOG5s2bV5iCAqLsVLSfb3p6Omu27OS6Y00pGFFKsaePs235j9QPas7J3X8zauTT/Pvvv8ycOVM2ya1CKtq/XVG25OdbeZTkvaFNI0/R0dEoFApeeOEFSZyEEELkYdJn2zuESisp/jIPPTcZLx9fzu3fTmhoKGlpaRw6dEiSJyGEsCObkifz/ibBwcFlEowQQojKT6lU4uPhCup0MNg7msppYNd2ABj06SidnFAqlQQGBhIYGGjnyIQQonqzKXmqW7cusbGxlmIEQgghhEqlol+PbhViA+HKTqPR0Hzpr7i4uNg7FCGEENiYPPXp04effvqJiIiIIvcxEkIIUb1UlA2EKztHR0eUSqW9wxBCCPEfm8r2PPvss/j6+rJo0SKuX79eVjEJIYQQQgghRIVjU/JUs2ZNvv32WxwcHBgxYgTh4eFlFZcQQgghhBBCVChWTdt75plnijxfo0YNYmNjefHFF/H09KRhw4bFTtdQKBQsWrTI+kiFEBWOVquVdS0VgEajQavVolarMRikQkNVotFo5N+YEEJUIFYlT4cOHUKhUFDYllAKhQIAk8lEWloaJ06cKLQtczvme4QQlZNWq2Xf7j1kZ2rtHUq1p9cbSE1NIfnaTZycHO0djihDer2BdI2apk2byj4xQghRAViVPHXo0OFOxyGEqGR0Oh3ZmVr8lN6olM72Dqda0+v13NI6UNOtJk5ONtUBEhWMWpNJamqKjD4JIUQFYdVf2SVLltzpOIQQlZRK6Yybi6u9w6jWdA46XJyccXVWSWW2Kkav1/POx+/T78GB9g5FCCEENhaMEEIIIUTZW7ttAzFXLwFg0OesY4uOjmbZsmX2DEsIIao9md9RDiZMmMDOnTvzHXdycsLHx4c2bdowatSoYvfKunXrFmvWrGH//v1ER0eTkpKCQqHA29uboKAg2rdvz/3330/Dhg2tji0jI4N+/fpx69YtAL7//nt69OhR5D2RkZE8+uijluchISGsXr26yHuSkpLo168farXacmz37t34+fnluS45OZmTJ08SGRlp+UpMTAQgNDSU8ePHW/3ahBCisqpXpy7vfPUJLYObo9PrCAsL48SJE8yYMcPeoQkhRLUmyVM5OHv2bIHH9Xo9iYmJbNmyha1btzJz5kyeeuqpfNdlZ2czd+5cFi1aRHZ2dr7z169f5/r16/zzzz/MmTOH7t2788Ybb9C4ceNiY/vhhx8siRNAVFRUscnT7a/n4sWLxRYB+e677/IkTt7e3vkSJ8ip7BgVFVVgG82aNSsyLiGEqCo6tG7LL59+S+isGdxKSiIuLo6NGzfi4CATRoQQwp7kt/AdlpKSYtlA+JVXXuHo0aOWr7///ptXXnkFpVKJyWTik08+4dq1a3nuT0tL44knnuCHH34gOzubJk2a8Nprr7Fq1Sr++ecfdu/ezcqVK5k0aRL169cHckZ0Lly4UGxsN27cyFcuvrDEJbdz584BOSXqIaeU7tWrVwu9/sqVKyxfvhzAUi2qoEQoOzubmJgYXF1dadOmDc888ww9e/a0nJfkSQhRXRyOPMboaS9Sr85d1PT1JSAggEGDBrF37157hyaEENWajDzdYblHaVq0aIG7u7vleaNGjXjxxRfJzs7mu+++Q6fTsW3bNkaOHAlAZmYm48eP59SpUzg6OvLSSy/x/PPP4+iYtxSxn58frVu3Zvz48fz000/MnTuXpk2bFhvb3LlzyczMxNPTk8DAQI4dO2ZV8mR+TW3btuXUqVMkJiZy4cIFS/J2uy+//BKdTkefPn2IiIgACk6EjEYjq1atIigoyPIaQ0NDAfD19aVOnTrFxiaEEFVBXEI877/yJr4+PmzYvZXQ0FDS0tI4dOgQXbt2tXd4QghRbUnydIflTp6CgoIKvKZfv3589913AFy6dMlyfPr06Rw7dgyAd999l+HDhxfZl7OzMy+88AJBQUGFJjJmFy5csKxTGj9+PGlpaRw7dowLFy6g1+uLLHdsHnlq1qwZOp2OxMREzp8/n2eUyOzUqVNs2LABR0dHnnjiCbZv326593YqlSrfcfP3T0adKi6tLv9U0uouW6/DYCy/zWr1egNp2gwc1c6yz1MV0a1TFwBSMtMtHyYFBgYSGBhoz7CEEKLak+TpDjO/+Xd3d8ff37/Aa3x8fPId27dvH5s3bwZg5MiRxSZOufXt27fYaz7//HMMBgN169Zl1KhRbNq0CcjZuyc2NrbQP9BXr14lLS0NgKZNm5KVlcXevXsLnSYYFhaGyWTi0UcfzbNPSfPmzYuNMTs7m9jYWECSp4pIqVTi7KYiITMFZAsaC73BQMK1WEzZGeXWp9FoQqfTobypxMFBNiCvSoxGE1NemoDRaLR3KEIIIZDk6Y4zJ0/BwcGFXmNeEwVQp04djEYjH374IQA1a9Zk8uTJZRpTREQE4eHhQM46LBcXlzyjYlFRUYUmT7lH0po1a0ZWVhYA58+fz3ftnj172LdvH66urkycOJGVK1cCOW+6rSlmER0djV6vB7BqGqIoXyqVii7du8nmnbdRq9VE7LxFLZ0aF8fySWQMej1JKan4envj6CT7PFUlmVl6YrJcpVCEEEJUEJI83UE6nc6SVBQ2ZQ9yCjyYtW3bNk/BhyeeeAIPD48yjeuzzz4DchKShx56CIAmTZrg4OCA0Wjk3LlzDBo0qMB7zcmTSqWiYcOGaDQagHwjTyaTibCwMABGjx5NnTp1LNP9GjdujLOzc7Fx3p6oiYpHpVKhUqnsHUaFo1Qq8XRyxk1ZPm94dToHsjIdqeHmIpvkVjEOCgXvfziX+x952t6hCCGEQKrt3VEXL160fCpfWPIUExPDkiVLgJzRqbZt27Jx40bL+YcffrhMY9q4cSMnTpwAYOrUqZZPM1UqlWVaYVFFI8wJUFBQEA4ODgQGBuLo6EhGRkaeSoF//fUXZ86cwdfXl+eeew4o+folc19KpZImTZqU5GUKIUSl9tfuo8TG5+xxZzDIJrlCCFFRSPJ0B505c8byOHfyZDAYuHbtGkuXLuXJJ59ErVbj7OzM+++/j4ODAwcPHgSgfv36BAQEFNp+RkZGgV/mqXS30+l0zJkzB4AuXbpw33335TlvnqpXVPJkfk3mBMjFxYUGDRoAOX/YIWet0ldffQXAiy++iIeHBxkZGVy+fDnPvcUxJ1tNmjSRT9OFENVKvVo+vPfjn3y/ejs6Xc4muZMmTbL8vhVCCGEfMm3vDjKPnEDO1LXC1KxZk7CwMNq0aUNaWpplDVTr1q0Lvefy5cv069evwHNPP/00M2fOzHd82bJlXL58GYVCwdSpU/OdDwoKIjw8nLi4ONRqdb7pgmq12rKfU+4EKDg4mJiYGC5cuED37t1ZunQpcXFx1K9fnyeeeALISchMJhNgXbEIyFvVTwghqpP2LRrx04yxvP7179xKTpFNcoUQooKQ38J3UO41O7fz9PSkY8eOTJ8+nc2bN9OlS05Z2sTERMs1tWvXLvT+06dPF3ouJCQk3zG1Wm0ph/7ggw/SokWLfNeYR55MJlOBBSDOnTtnSYBuT54gp2hEeno68+fPB+DVV1+1jBjl/l5YU/whISGBlJSUfH0JIUR1cORMDGM//Im6tbyp6eMtm+QKIUQFYdXIk7UjBSWhUCiKTACqAnPC0L9/f2bNmmU57uLiUug+SrkrlxVVKOL+++/PM7K1ZcsWJk2aBEDLli3zXb9gwQKSk5NRKBQMGDAgz5RCM4Xif5XBoqKiuOeeewp8PZA3ATI/vnDhAt9//z0pKSm0bNmSgQMH5ru3Tp06+Pr6Fvq6CupLkichRHUTl5jMO+OG4etVg02HzsomuUIIUUFYlTyZRxuE9W7cuEFSUhKQMxLk7u5u1X2enp6WxxkZ1u8Tc/LkSQBcXV3zFVdISEhg8eLFQM7P8qWXXiq2vYLWPZmTNX9//zxxmkeezp07Z0nKpk6dmicZK+kUvJKOVAlR0WTpTUD57M2j15nIMijQ6EzoyqlPM53BhF62ICpzXdv/HwBpWTrLVD3ZJFcIIezPquRp4sSJdzqOKif3yE5JRu78/Pxwc3MjMzOzwNGhwpiTp2bNmll2ozf78ssv0Wq1VrcFeddrmZnjuT2ZqV+/Pq6urmRmZgLQo0cP7r33Xst5k8lU4uTJfL21I1VCVBRKpRIXD28S1eXXp95BT6rSFY2DF06K8lvKqjcYiUlMJUMn2dOdYjQq0RmRTXKFEKKCkOTpDsmdfJRk2pmTkxOdOnUiPDyciIgIrly5Qv369Yu979SpU0D+KXvnzp3jzz//BGDKlCk8//zzRbYzefJkNm3alG/kyWg0Wqrp3f56zCXLIyMjcXBwIDQ0NM/5y5cvWxIraxPJkpY1F6KiUKlUdOnZr1w3D9ZoNERHRxMUFISrq2u59atWq7mxaz+pRg9wKn7vNmG9E3u24d+kGd61a2I0KXBwcCA6OpqIiAhGjBhh7/CEEKLakmp7d4j5zb+vry9+fn4lunfUqFGEh4djMBiYOnUqP/74Y5Hrny5cuGAprnB78vT5559jNBqpXbs2o0aNKrbvxo0bA5CSksKNGzeoU6cOALGxsZYNcQtKaObNm2cpuX57slfSKXhZWVnExsYW2pcQFV15bx7s6OiISqXCw8MDNze3cusX/htpc/RA4SybJZel2vUbsWnxtwQENkOvzylVfuLECWbMmGHv0IQQolqT5OkOsWXkpHPnzjz55JMsX76cY8eOMWTIEEaPHs29995LnTp1MBqNJCUlcebMGf7++292795tuTd3pb39+/fzzz//ADmjh9Z8Im1OniBn3ZM5eSqugIOfn1+hSaL5XpVKRcOGDfOdv3HjBvHx8Zbnly9ftmwKqVQqOX78uOWcv79/kVUIhRCiKmgU0oYx781l5Zx3SElOklLlQghRQUjydAeUxcjJzJkzcXV1ZeHChcTFxfHRRx8VeX3z5s159tln85Qb//zzzwFo2LAhjz76qFX93p48devWDfjfNEQ3N7cSb9JoTp6CgoLyrceCnEqAv/76a4H3zps3j3nz5lmez507lwEDBpSofyGEqGxiTx9n2/IfqR/UHG8fX0up8pkzZ0q1PSGEsKMyT56uXr1KcnIyWVlZxVbp69ChQ1l3XyFERUVZRk5KW+bd0dGRadOm8cgjj/Dbb79x6NAhrl27RmZmJm5ubvj6+hIcHEyrVq3o06dPvgp769evt6yDmjJlSqGl0W/XqFEjFApFniIP8L8EKDg4OE8VPWsUVyyiJCXrzZX9hBCiKku+cY2hL0yjhrc35/Zvl1LlQghRQZRJ8hQTE8OCBQvYsWMH6enpVt1Tlfd5atWqVYHV6kojMDCwVHPcH3zwQR588MES3+fq6lrg5r4LFiwocVtmO3bsKPL88uXLS922EEJURW165uyTl52ZjsN/I/ZSqlwIIezP5uQpPDycV199Fa1WK/tBCSFENWTSZ9s7hKpLr2Py9Jn2jkIIIcR/bEqeEhISePXVV9FoNPj5+fHcc8+hUqmYOXMmCoWChQsXkpaWxsmTJ1mzZg2JiYm0a9eOiRMnFrj2RQghROWhVCrx8XAFdToY7B1N1WRQ6DG4OKFUKu0dihBCCGxMnpYsWYJGo8HDw4Pff/8dPz8/y15AgGWj1P79+/PCCy/wxhtvsHnzZv744w/CwsJsi1wIIYRdqVQq+vXoVq57WlU3Go2Gixcv4uLiYu9QhBBCYGPytG/fPhQKBY8//nixexm5urryxRdfEBMTw4YNGxgwYAD9+vWzpXshhBB2Vt57WlU3jo6OMuokhBAViE0bRly9ehWAdu3aWY7lrsSm1+vzXO/o6MjTTz+NyWTijz/+sKVrIYQQQgghhChXNiVPmZmZANx1112WY7mnFmRkZOS7x1yu+syZM7Z0LYQQQgghhBDlyqbkyd3dHcg7wuTt7W15bB6Zyk2r1QKQlJRkS9dCCCGEEEIIUa5sWvMUEBDA6dOnuXr1Kq1btwbA09OTOnXqkJiYyMGDBwkJCclzz5EjR4D/JV5CCAE5H6xI4YHS0Wg0aLVa1Gq1ZYNuUTVoNBr5dyGEEBWITclT69atOX36NJGRkQwaNMhyvHv37qxatYqffvqJXr160ahRIwCOHz/Ozz//jEKh4P/+7/9si1wIUWVotVr27d5DdqbW3qFUSnq9gdTUFJKv3cTJSbaBqEr0egPpGjVNmzbFzc3N3uEIIUS1Z1PydN9997F8+XK2bdvGtGnTLMefffZZ/vzzT5KSknjwwQcJDg4mKyuL2NhYDAYDCoWCZ555xubghRBVg06nIztTi5/SG5XS2d7hVDp6vZ5bWgdqutXEycnmvc9FBaLWZJKamiKjT0IIUUHYnDwNHToUg8HAlStXqF+/PgBNmjTh/fff5+2330av13P69Ok8973yyit07drVlq6FEFWQSumMm4urvcOodHQOOlycnHF1VklZ6ypGr9fzzsfv0+/BgfYORQghBDYmT0qlklmzZhV47uGHH6ZNmzasXr2a6OhoDAYDDRs25KGHHqJly5a2dCuK8dxzz/HPP/9YHk+dOtXqexMSEtiyZQvh4eFcvXqVxMREjEYjNWvWJCQkhN69ezNw4EDLvi7PP/884eHhpY7166+/pn///phMJtq1a1dghUYANzc36tevT8+ePRkzZkyewiRCCFHVrN22gdbNWlLTxxeDPmcdW3R0NBEREYwYMcLO0QkhRPV1R+d3NGrUiNDQ0DvZhbjN/v37LYkTQFRUlFX3abVaZs+ezbJlywqcHhIXF0dcXBxbtmzhiy++YObMmQwYMICTJ0/aFK+5oMiVK1cKTZwgpyz+uXPnOHfuHOvWrWPFihXUqVPHpr6FEKKiqlenLu989Qktg5uj0+sICwvjxIkTzJgxw96hCSFEtSaT46sQk8nE559/nueYNcnTrVu3eO655yzTK0NCQnjiiSdo164dtWrVIj09nYsXL7J582bWrl1LYmIiW7ZsYcCAAWzevLnANlevXs2HH34IwKpVq2jcuHGB15mrLp49e9Zy7LfffiM4ONjyPCMjgwsXLvDVV19x7Ngx4uPj+eabb3j//feLfW1CCFEZdWjdll8+/ZbQWTO4lZREXFwcGzduxMHBph1GhBBC2EiSpypk3bp1nDp1CoAePXqwa9curl+/TmpqKl5eXgXek5GRwdixYzlz5gwODg68/vrrjB49GoVCYbnGy8uLgIAAunfvztixYwkNDaV58+ZA4SXnY2JiAHB2dqZ58+bFLmI3J08KhYLmzZtbpgWa+6hTpw7NmzenT58+qNVq9uzZY+V3RQghKp/DkceYu3gBrZq2oKavLwEBAQwaNIiZM2fKmmEhhLAjSZ6qiOzsbL788ksgp5DH008/za5du4CcefLt27cv8L5Zs2Zx5swZAN577z2GDx9eZD+NGzdmyZIlJCcnF3nduXPnAAgMDLSq+pc5Bn9//zyJU27e3t4EBwdz9OjRYvsXlZNWl23vEColvV5Plj4bTbYWnVFf/A3lJFuvw2CUfadK42xsNK8+9xK+vjVZv3sroaGhpKWlcejQIUmehBDCjmxKnvr06VPqexUKBdu2bbOle5HLr7/+SlxcHA4ODkydOpUaNWpYzp07d67A5Gn//v38/vvvAAwZMqTYxMnMw8MDDw+PIq8xTxds2rSpVW2ak60mTZoUeZ2jY84eNj4+Pla1KyoHpVKJs5uKhMwUkIrMJabXG0jNSkGdaaww+zzpDQYSrsViyi58LaMonF89VxLVsSSkxaDAiNFoJDAwkMDAQHuHJoQQ1ZpNyVNcXJzV1yoUCkwmU57nomykpaWxYMECAIYOHWpJWDw8PFCr1YWue5o7dy4Arq6uTJ8+vcziiYuLIy0tDbAueUpPT7f8v1RU8qTVai3rsjp06FAGkYqKQqVS0aV7N9nLppQ0Gg3R0dEEBQXh6loxSr2r1Woidt6ilk6Ni6P8vi+tzCw9702fLGudhBCigrApeRo2bFix12RmZnLx4kWio6NRKBS0aNEiTzEAYbvvvvuOlJQUVCoVr7zyiuV4YGAgx48fLzB5OnHiBEePHgVyysrXrFmzzOIxjyKBdclT7mIRhRWWAPjqq6/IyMjA0dGR0aNH2xSjqHhUKlWhUzZF0RwdHVGpVHh4eODm5mbvcCyUSiWeTs64KeWNf2k5KBS8/+Fc7n/kaXuHIoQQAhuTp08++cTqa0+dOsUbb7zBxYsXmThxIr169bKla/Gf+Ph4li5dCsAzzzzDXXfdZTnXpEmTQpOnTZs2WR4PHTq0TGOyJXny9/fPU7I8KyuL6Oholi5dyubNm1EoFLz55puWghVCCFEV/bX7KK0D6+Pr7YXBIPs8CSFERVFuBSNCQkJYtGgRw4YNY+rUqaxZs4b69euXV/dV1pw5c8jKysLb25vx48fnORcUFATkTJ+Jj4+nXr16lnMHDhwAwNfXl1atWpVpTOZkqFatWlaNaJmLRQA8++yzBV6jUCjo1asXzz33XKHFL4QQoqqoV8uH9378k5DGAeh0ss9TWTCZTOh0OoxGo71DscjKyrL8V6ZmVj3y8y0/Dg4OKJXKclkWVK7V9nx8fBg1ahSffvopP/30E++++255dl/lnDlzhnXr1gHw4osv4unpmed87oXFUVFRluTJaDRaRodatGhR5v+jmdu2tlhE7pGnwphMJk6fPs3FixcleRJCVHntWzTipxljef3r37mVnCL7PNnAYDBw8+ZN0tPTK9y6SqPRiJOTE/Hx8fKzrYLk51u+lEolnp6e1KpVy1Jg7E4o91Llbdq0AZB9esrA559/jslkon79+jz55JP5zptHniAneerZsycAKSkplmkgdevWLdOYtFotly9fBqxLngwGA+fPnwdg8ODBfPHFF/nai4qK4uuvv2b37t3MnDkTlUrFkCFDyjRuIYSoSI6cieGbldto2aQ+NX28ZZ+nUjIYDFy5coWsrCy8vLzw8PDA0dGxwhStMhgMZGVl4eLickff7An7kJ9v+TCZTBgMBtRqNSkpKWg0GurXr3/HvuflnjwplUoAEhMTy7vrKmXPnj3s3bsXyCkzfuHChQKvU6lUaLXaPOuQ1Gq15XFZLy6PioqyJGbWJE8xMTGWYe2C1jGpVCpat27NV199Rf/+/UlMTGThwoWSPAkhqrS4xGTeGTcMX68abDp0VvZ5KqWbN2+SlZVFgwYNKkwlytzMfy9VKpW8ua6C5Odbvjw8PPDy8uLy5cvcvHkTPz+/O9JPuSdPJ06cAJCqWjYwGo18/vnnlufz5s1j3rx5Rd6Tu2hE7ul9uROpspA7SWvWrFmx1+eesteiRYtCr3Nzc6Nly5aEh4dz8eJF24IUQpSbLL0JKN0aE53BhL7iLE8pV13b/x8AaVk6y3Qf2eepZEwmE+np6Xh5eVXIxEkIUfZcXV2pUaMG6enp1KlT546MMpdr8nTp0iW+/fZbFAoFISEh5dl1lbJ27Vqr1gnlFhMTg06nQ6lU4u3tja+vL0lJSSVupzjm5EmpVBZZdtwsd7GIopKn3GTesBAVn1KpxMXDm8RSfj6jNxiJSUwlQ1dNs6f/GI1KJkycXKGKHFQWOp0OnU5X7KbuQoiqxdPTk5SUFHQ6Hc7OzmXevk3J059//lnsNUajkbS0NCIjI9m+fTtarRaFQiGlVkspKyvLsrlt165d+fnnn4u8ftmyZbz33nvodDpiYmIIDg5GoVDQtWtX1q1bx6lTp4iKirJq7y2dTodGo6FGjRqFXmNOnho1amTV/7Dm5K1evXp4e3sXel12djbHjx8HkH3ChKgEVCoVXXr2K/UCfbVazY1d+0k1eoBT2f/xqywMWRq+f3sio0c+Ze9QKh1zwinTpYSoXsz/5u/Uh042JU/Tp08v0XCYyWQCYNy4cfTt29eWrqutRYsWER8fj0KhIDQ0tNjrc4/+5E6Snn32WdavX4/JZGL69OksXLgQLy+vQtuJiIjggw8+YN68eUUmT+bpgdYmOLmr/hVlzpw5JCcnA9ZtziyEsD9bNz5WKpW4OHqgcK5+07yP7dxEQFAIXj4+GI2yz5MtKkpxCCFE+bjT/+ZtnrZnToiK4+XlRceOHXnqqae49957be22WkpJSeGHH34AYNCgQVZNfbw9eTILCQnhpZde4ptvvuHUqVMMHTqUZ599li5dulC7dm20Wi3Xr1/n8OHDbNq0icjISLy8vIrcm+v69eukpKQA1hWLuHXrlqVwSGBgYJ7Ncc1z1U+dOsXy5cst1Rm7dOnC8OHDi21bCCEqM+/ad7F2/mcEBDaTfZ6EEKICsSl52r59e7HXODo64u7unm8PIlFy3377LWlpaSiVSiZPnmzVPXXq1MHT05P09PQ8yRPApEmTcHFxYe7cucTHx/PRRx8V2VafPn2KPJ97/ZQ1yVPu6+fPn8/8+fMLvVahUPDII48wc+ZMWfMkhKjyGoW0Ycx7c1k55x1SkpNknychhKggbEqe/P39yyoOUYyrV6+ybNkyAIYPH06DBg2svrdx48b8+++/eSrhmY0fP57Bgwfz22+/sX//fi5fvkx6ejouLi7Url2bwMBA2rdvT+/evWnYsGGR/dhSae92SqUSDw8PGjZsSNu2bRk6dKisdRJCVBuxp4+zbfmP1A9qjrePr+zzJIQQFYTCZO28OyGqiMjISABatWpl50jKT2ZmJmfOnKF58+ZlvreXsL+q+PNNT09nzZadXHesWW3XPNUPbkkNb2/mh47iSMQhyz5PsubJOlqtlpiYGBo1alRht0cxGAxotVrZB6iKkp+vfZTm335J3huWS6ny7Oxs0tPT8fHxkSkHQgghrGbSZ9s7BLu4p0svAHTaTBz+e9Ml+zzdWVqtttTVIUvLYDCQlZWFTqcr8zfXSqWywiaNonAmk4mLFy8SGRnJiRMniIyM5OzZs2Rn5/wuLGgWUXno3bs3cXFxTJw4kUmTJtklhorCpuQpMzOTo0ePAtC2bdt8n3gmJyfzzjvvsGPHDgwGA+7u7jz++ONMnjwZpVJpS9dCCCGqMKVSiY+HK6jTwWDvaOzHoNAz85335G/mHabVatm3ew/Zmdpy7ddkMmEwGHB0dCzzCmHObiq6dO8mCVQlExcXx6BBg+wdhiiCTcnTli1bmD59OnXq1CE8PDzPOZPJxIQJE4iMjLRU5FOr1fz8888kJCQQFhZmS9dCCCGqMJVKRb8e3cp9JKCi0Wg0XLx4ERcXF3uHUqXpdDqyM7X4Kb1RKctvXzGjyYTBoMfR0QmHMkyetLpsEjJzNgmV5KnyqlOnDq1atSIjI4MDBw7YOxzxH5uSJ3P56L59++Ybbv777785ceIECoXCsuj/6NGjxMbGsmHDBh555BE6d+5sS/dCCCGqMFv3iaoKHB0dZdSpHKmUzri5uJZbf0aTEb1ej5OTEw6KMl7WUL0/d6i0vL29mTdvHq1atcLPzw+An376SZKnCsSm5Ons2bMoFAratm2b79zatWuBnDnaK1euRKVSkZmZyRNPPEF0dDR//vmnJE9CCCGEEEL8x8PDg759+9o7DFEEmz7mMG+IevvGqQaDgYMHD6JQKBgxYoTlk0M3NzdGjBiByWTi+PHjtnQthBBCCCHK2fTp02natCkjR44EYP/+/UyYMIEuXbrQunVrBg4cyNdff41Goynw/qtXr9K0aVOaNm3KwYMHyczM5JtvvmHIkCG0bduWpk2bcubMmTz3XLp0iQ8++ICBAwfSpk0b7rnnHh544AE+/fRTEhMTS/waoqOjLTHcvuzkdqdPn7Zcu2vXrnxxvfvuuwwcOJB77rmHVq1a0aNHDx599FE+/fRT/v333xLHZotdu3bRtGlTWrRogVqtznd+5cqVltdS2IbbDz30EE2bNuXLL78sUd9nz56lW7duNG3alKFDh3Lr1q3SvIRKwaaRJ3PydPtc7LNnz6LRaFAoFHTv3j3POXOloBs3btjStRBCCCGEsKOlS5fywQcfkHvXm4sXL/LNN9/w999/s2TJEnx9fQu9Pzk5mUceeYSLFy8W2ccnn3ySb/3j+fPnOX/+PKtWreLbb7+lQ4cOVscdFBREs2bNOHv2LOvWraNXr16FXrtu3ToAfH198+yxtnfvXl544QWysrLyXH/9+nWuX79OZGQkUVFRzJ071+q4bNWuXTscHR0xGAwcPnyYnj175jl/6NChAh+bpaamEhUVBUDHjh2t7vfYsWNMmDCB1NRU2rVrx4IFC/D09Czdi6gEbEqelEolBoOBpKSkPMePHDkCgJ+fX76NdD08PICc0SkhhKiOyrokskajQavVolar5XdrFaPRaKp90QxRMcXGxvLJJ59wzz33MHnyZIKDg0lOTmbVqlX88ssvnD9/nilTprBo0aJC2/j4449JT0/ntddeo3///tSoUYPz589Tp04dAP7880/ef/99IKdU9siRI2natCkKhYJ///2XL7/8krNnz/LSSy+xdu1a6tata3X8gwcP5uzZs+zYsYPMzMwC98gzmUxs3LgRgIEDB+LklPO22Wg08uabb5KVlUXDhg15+eWXad26NZ6enty8eZO4uDi2bdtW4OjPneTh4UGLFi2IjIzk4MGD+ZKniIgIIOf9+6VLl0hISLCsqzKfNxqNKJVK2rRpY1Wfe/bsYeLEiWg0Grp3787cuXNxdS2/dYP2YFPyVK9ePS5evMixY8fo0qWL5fiOHTtQKBS0a9cu3z2pqakARX4SIYQQVdWdKIms1xtITU0h+dpNnJxkI8aqRK83MGV6KIciIqrMBsiiarhx4wYhISH88ssvluUZvr6+TJs2DR8fH7744gsOHDjAzp07872Jz93GwoUL86yBN48gpaamWhKn4cOH88EHH+S5t1evXnTq1InHHnuM8+fP891331mut8bgwYP54osv0Gg0bNu2jSFDhuS7JiIiguvXrwPw4IMPWo5HRUVZjs+dO5emTZtaznl7exMYGEiPHj0sm+SWpw4dOhAZGZlvZOnKlStcu3YNHx8f2rVrx7Zt2zh48GCe122+p2XLllYlQJs2bWLq1KnodDoGDRrEZ599Vi0K3NiUPLVr144LFy6wbNkyBgwYQGBgINu3b+fgwYMA3HffffnuOX/+PAA1a9a0pWshhKiU7kRJZL1ezy2tAzXdalo+GRWV2/odm2nZtDl+vrXQ6/TodDqio6OJiIhgxIgR9g5PCABeffXVAitijhkzhqVLl3L9+nXWrFlTaPLUs2fPQouHrV69moyMDDw9PQtdn+Pm5sa4ceOYNm0amzZt4r333rN6v6y6devSoUMHDh06xPr16wtMntavXw/krO3PPRKTe4S/du3aVvVXXjp27MjPP//MmTNnUKvVlhlf5sSoY8eOtG/fnm3btnHo0KE8r9s8MmXNlL2VK1fy9ttvYzQaefzxx3n33XdxcCjjipEVlE1/ZUeMGMGqVatISkriwQcfpEaNGqSlpWEymahVqxb3339/vnv279+PQqGgRYsWtnQthBCVWlmWRNY56HBxcsbVWVUtPvWrDhr5N2DWd3NoGdwcnV5HWFgYJ06cKPRNpBDlzc3NrdDEx8nJiZ49e/Lbb79x7NixQtso6EN2s3379gHQpk0b9Ho9er2+wOvMa+nT0tK4fPkyd999t7UvgcGDB3Po0CH27t1LUlJSnllROp2OzZs3W67LrVGjRri4uJCVlcWbb77Jm2++SYMGDazu905q3749Dg4O+dY95U6M2rdvD+Rd95SWlsbZs2ct1xTlhx9+sOzXOm7cOF577bWyfhkVmk3JU7NmzZg2bRqffvopRqPRMiXP2dmZjz/+ON+nEampqfzzzz8AUqb8Ns8995zle/Pcc88xdepUq+9NSEhgy5YthIeHc/XqVRITEzEajdSsWZOQkBB69+7NwIEDLT+P559/vtjqMkX5+uuv6d+/f77jarWatWvXsnfvXs6cOUNKSgp6vR4vLy+aNGnCPffcw/3330/z5s0LbTs5OZmTJ08SGRlp+TJX0gkNDWX8+PGljlsIISqLDq3b8sun3xI6awa3kpKIi4tj48aN1eaTXVHxNWzYMN8en7k1btwYyHmPYt7L6nYBAQGF3h8bGwvA7t27C9wSpyBJSUklSp7uv/9+PvjgA3Q6HZs2beKpp56ynPvnn38shdFyT9mDnMRx0qRJhIWFER4eTnh4OMHBwbRt25aOHTvSrVs3vLy8rI6jLHl6etK8eXNOnTqVZ91T7pGnoKAgvL2986x7Mq93cnJyKnK90+rVq4mPjwfgtddeY9y4cXf8NVU0Ns/vGDVqFPfeey9///03N2/exM/PjyFDhhSYgUdERNC6dWsA7r33Xlu7rjL2799vSZwAS6WT4mi1WmbPns2yZcsKXFAcFxdHXFwcW7Zs4YsvvmDmzJkMGDCAkydP2hRvSEhInudGo5FffvmFefPmFbg4MjExkcTERA4cOMD8+fNp06YNb775puX/hdyeeeaZQl9/s2bNbIpbCCEqi8ORx5i7eAGtmragpq8vAQEBDBo0iJkzZ+ap+CWEvRS3Jib3Gj2NRlNg9bWiNsFOT08vcUzZ2dklut7Ly4vu3buzfft21q9fnyd5Mk/ZCwkJoUmTJvnuHTduHPXq1ePHH3/k9OnTREVFERUVxW+//YZSqeShhx4iNDQ0X0Xq8tChQwdOnTplSZji4+OJi4vDx8eHoKAgS10C81KbIUOGWEamWrZsibu7e6FtmwdKFAoFPj4+d/7FVEBlMjneXDO+OH379pWNv25jMpn4/PPP8xyzJnm6desWzz33HKdPnwZy/nE/8cQTtGvXjlq1apGens7FixfZvHkza9euJTExkS1btjBgwADLMPTtVq9ezYcffgjAqlWrLJ8a3S73P6rs7Gxeeukldu/eDeQUERk2bBjdu3fnrrvuQqlUkpCQwIEDB/jzzz85d+4cx44d4+jRo/mSp+zsbGJiYnB1daVZs2a0atWKy5cvs3PnTkCSJyFE9RGXEM/7r7yJr48PG3ZvJTQ0lLS0NA4dOiTJk6gQCtvHySwzM9PyuDTV19zc3EhOTuaZZ57hrbfeKvH91ho8eDDbt2/n2LFjxMXF4e/vT2ZmJjt27ADyjzrl9sADD/DAAw+QkJDAkSNHOHz4MDt27ODatWusWrWKyMhIFi9eXGSSeCd06NCBX375xbLuKfeok3lNWMeOHdm+fbtl3ZP5muJKvo8cOZKYmBg2b97MzJkzcXJyYujQoXf09VQ0srLYztatW8epU6cA6NGjB7t27eL69eukpqYWOuSbkZHB2LFjOXPmDA4ODrz++uuMHj06zyJJLy8vAgIC6N69O2PHjiU0NNQyXa6wTxRiYmKAnGmXzZs3L3bhucFg4NVXX7UkTk8//TRTp07N90uiZs2atGjRgtGjR7Nq1So++uijApNto9HIqlWrCAoKskwFCA0NBXIq+JhLlwohRFX3UN8HAEjLSMfxvwqKgYGBlvUdQthbbGwsBoOh0Kl75r2b/Pz8SlXIJiAggLi4uHwb5pa13r174+7uTkZGBhs2bGD8+PFs374djUaDg4MDgwYNKrYNPz8/Bg0axKBBg5gxYwZz587lu+++49y5c+zevZsHHnjgjr6G27Vv3x6FQmFZ95Q7eTIzPz506BDp6emW73Nx652cnJyYPXs2kydPZuvWrbzxxhs4ODgUWHCjqpLkyY6ys7MtOzjfd999PP3005bdq6Ojoy0L+m43a9Ysy//k7733HsOHDy+yn8aNG7NkyRKSk5OLvO7cuXNAzh9oa37RhYWFsXXrViBnHdWUKVOKvN7BwYHhw4fTuHHjAofAVSpVvtEl8+JFGXUSVY1WV7LpJUXR6/Vk6bPRZGvRGQteVH2nZet1GIyyx1RZy9BqeHu6FIkQFU9mZib79++nW7du+c7p9XrLrBFr9wu6XdeuXTl48CBHjx7l0qVLJVrLVBIqlYr+/fuzZs0a1q1bx/jx4y1T9jp16pRnHyRrODg48OKLL7JgwQKMRiOXLl26E2EXydvbm+DgYM6dO8fBgwcLrKLXrFkzatSowaVLl9iwYQNGoxFHR0er1pc5OTkxZ84cXn75ZXbs2MH06dNxcnKyKtGsCqxOnszfeGspFApcXV0tIyAiv19//ZW4uDgcHByYOnUqNWrUsJw7d+5cgcnT/v37+f333wEYMmRIsYmTmYeHh6VcZWHM0wWtmYJ54cIFFi9eDOTstVBc4pRbYUnh7bKzsy0LRiV5ElWFUqnE2U1FQmYKlNHep3q9gdSsFNSZRrvs86Q3GEi4FospO6Pc+67qjEYTOoUSo9Fo71CEyGf27Nl06NAh37qehQsXWvZBGjZsWKnafuyxx5g/fz6ZmZlMmzaNn376qci1ODExMTRq1KhUfQ0ePJg1a9YQFRXFwYMH2bt3L1D4lL2EhAQ8PT0L3Xvt6tWrln+z9ioc0bFjR86dO8fmzZvzrHcyc3BwoF27doSHh/P9998DOUtAinuvaKZUKvnqq6+YNGkSO3fuZOrUqTg6OjJgwIA78noqEquTp5EjR1pdO/92Hh4edO7cmWeeecbqN85VXVpaGgsWLABg6NChloTFw8MDtVpd6LqnuXPnAjnzh6dPn15m8cTFxZGWlgZYlzx9/PHH6PV6XFxc7ljp3OjoaEtpUmtiEqIyUKlUdOnercAiL6Wl0WiIjo4mKCjILju7q9VqInbeopZOjYtj6f5OiIJlZumJyXKVKnuiwqlTpw5RUVGMGjWKyZMn07RpU5KTk1m1ahULFy4EcoqDFbbHU3F8fX155513mDZtGseOHePhhx/mueeeo2PHjvj4+KDRaLhy5QoRERFs2LABf39/y/uqkurcuTO1a9cmMTGRN954A51Oh4uLS4GVhQH27t3LrFmzuP/+++nRowfBwcF4eXmRlpbG8ePH87xX6969e4njOX/+fJ4CXNeuXbM8Pn78eJ5rW7RogbNz/j0DO3bsyJIlS4iLi7M8v/19fMeOHQkPD7dcU9x6p9s5Ozvz9ddf8+KLL/LPP/8QGhqKo6Njla9vUKJpeyaTqVSdpKens3XrVrZu3cqTTz7JzJkzS52IVRXfffcdKSkpqFQqXnnlFcvxwMBAjh8/XmDydOLECY4ePQrAww8/XKYbDZun7EHxicr58+fZs2cPAAMHDrxjI4vmKXsgI0+ialGpVGW6gNjR0RGVSoWHh0ehn4TeaUqlEk8nZ9yU8ia/LDkoFLz/4Vzuf+Rpe4dSLZTldFprGE0mDAY9jgYnHMrwfVF5vI6GDRsyYcIEPvzwQ0aNGpXvfGBgILNnz7apj6FDh6LX63n//feJjY0t8sPa0o46Qc7v0IEDB7J48WJLItGzZ88CKwSapaamsmLFClasWFHgefO2PaXZRPe9997LswdTbo8//nie59u3by/wfZh53ZP5vXtBa5luP9apU6cSx+rs7My8efN44YUX2Lt3L5MnT+brr7+mV69eJW6rsrA6eZo4cWKJGjaZTGRmZnLz5k1OnTplWTi4fPlyXFxcmDZtWskirULi4+NZunQpkFOa+6677rKca9KkSaHJ06ZNmyyPy7qySUmSpw0bNlgeP/zww2UaR0ExKZXKAtdICSFEVfXX7qO0DqyPr7cXBkPOWrLo6GgiIiIYMWKEnaOreu7EdFprmEwmS9GFsv5Q2dntzm+a/fTTT9OoUSMWLlzIyZMnycjIICAggIEDBzJu3LgyGQl/9NFHue+++1i2bBl79uzhypUrqNVqXF1d8ff3p02bNgwYMKDYQgfFefDBBy3LEczPCzNw4EB8fHzYu3cv//77LwkJCSQlJaFUKgkICKBz586MHDmSevXqodVqbYqrtHx9fQkMDCQ6OhooOHlq3rw5np6epKen4+joSLt27UrVl4uLC99++y0TJkzgwIEDvPzyy3zzzTf06NHDptdQUd2x5Ol2J06c4O233+bs2bMsWrSIxx57rNBS2FXdnDlzyMrKwtvbO9+mr+b5qGq1mvj4eOrVq2c5d+DAASDnH0SrVq3KNCbzKE+tWrWKHdE6ePAgkPOPpaiFoBqNpsB5+uZPya2NqUmTJnf8D4AQQlQk9Wr58N6PfxLSOACdTkdYWBgnTpy4Y9Okq7s7MZ3WGgaDgaysLFxcXIrccLY0lEpluZTI7tq1a4nK5wcEBOT5wNYafn5+TJkypUTrq0uqdevWVsfl6upKr169ih1dMX/wUVJLliwp1X23Mxe+KIyjoyOHDx+2qi1z6fbCqFQqFi1aZHVslVm5Vdtr3bo1v/zyC4MHD+bWrVusXLmyWo4+nTlzhnXr1gHw4osv5hsSzl2GNioqypI8GY1Gyz/qFi1alPknVOa2rVlbZB4Va968eYHzbCGn2EP79u0ta5Zy69WrF/Pnz7c6JpmyJ4Sobtq3aMRPM8by+te/cys5hbi4ODZu3Chrn+6gsp5Oaw2DwWBJcso6eRJC3Bnl+lvY29ubJ554ApPJVOLqfVXF559/jslkon79+jz55JP5zueuhJJ76l5KSorlE4y6deuWaUxarZbLly8DxSdPWq3Wsut3UfN4z507V2DiBDnVXIqTkJBASkoKIMmTEKL6OXImhrEf/kTdWt7U9PEmICCAQYMGWaqACSGEsI9y3+fJPJ/y6tWr5d213e3Zs8fyh2/IkCFcuHChwOtUKhVarTbP8HHuqitlvSA8KirKkpgVlzzlntJQVDnLVq1a5Yn/1KlTlvVRLVu2LDYmKRYhhKjO4hKTeWfcMHy9arDp0FlCQ0NJS0vj0KFDJZoiJYQQomyVe/Lk4+MD5E0GqgOj0cjnn39ueT5v3jzmzZtX5D25R55yT+8r6+9d7iSnuETFw8MDBwcHjEYjGRnW7+ly8uRJy2NrRp5yJ09SplyIyiFLbwIq1n5EOoMJfcUKySpd2/8fAGlZOstUvcDAwDxTu4UQQpS/ck+eMjMzAeyyF4k9rV27Nk9CYI2YmBh0Oh1KpRJvb298fX1JSkoqcTvFyV3VrrgiHgqFgrvvvpuYmBjOnDljdR/m5KlOnTrUqVPH6pjq1KmDr6+v1f0IIcqfUqnExcObxAr2mZjeYCQmMZUMXSXMnv5jNCqZMHGybJIrhBAVRLknT+Y3/qWpe19ZZWVlWTZM69q1Kz///HOR1y9btoz33nsPnU5HTEwMwcHBKBQKunbtyrp16zh16hRRUVEEBwcX27dOp0Oj0VCjRo1CrzEnKo0aNSq0AERuXbt2JSYmhitXrnD48GGrNj42J0/WjDrB//4/kSl7QlR8KpWKLj37lXulsuKo1Wpu7NpPqtEDnIr/3VYRGbI0qDKuSaEIUWHMmjWLWbNm2TsMIeymXJMnk8nEqlWrUCgU3HPPPeXZtV0tWrSI+Ph4FAoFoaGhxV6fe/Qnd5L07LPPsn79ekwmE9OnT2fhwoV4eXkV2k5ERAQffPAB8+bNKzJ5Mk8PtCYZAxg5ciTLly/HYDDw1ltvsWTJkiJHk9RqtWWfAWvWO2VlZREbGwtI8iREZWGPSmXWUCqVuDh6oHCueLFZI9tBgYNGEichhKgoyi15ys7O5v333+f06dMoFAoGDx5cXl3bVUpKCj/88AMAgwYNsmrk5fbkySwkJISXXnqJb775hlOnTjF06FCeffZZunTpQu3atdFqtVy/fp3Dhw+zadMmIiMj8fLyon79+oX2df36dUtVO2vXFjVs2JApU6YQFhZGbGwsQ4cO5ZlnnuG+++6jbt26ODg4kJycTHR0NFu2bGH79u2WT6QLSp5u3LhBfHy85fnly5ctBSyUSiXHjx+3nPP3969Wo5ZCCCGEEKLisDp5KmlpcZPJhEaj4ebNm5w6dYotW7Zw69YtFAoFnTp1okuXLiUOtjL69ttvSUtLQ6lUMnnyZKvuqVOnjmXH59zJE8CkSZNwcXFh7ty5xMfH89FHHxXZVp8+fYo8X9rCDOPGjcPR0ZHZs2dz69Yt5syZw5w5cwq9/u6772bUqFEF/twXLFjAr7/+WuB9txfWmDt3LgMGDLA6TiGEEEIIIcqK1cnTyJEjbdqY1WQyATlTw4p6k12VXL16lWXLlgEwfPhwGjRoYPW9jRs35t9//y1wt+vx48czePBgfvvtN/bv38/ly5dJT0/HxcWF2rVrExgYSPv27enduzcNGzYssp+SVNq73ZgxY7j//vtZvnw5+/bt4+rVq6Snp+Pq6oqPjw+BgYGEhITQs2dPWrVqVWg7p0+ftrpPa6cWCiGEEEIIUdZKNG3PnACVhre3N08++STPP/88Li4upW6nMgkICMhTorskfv/99yLP16tXj1dffbVUbec2YcIEJkyYUOr769WrR2hoqFVruQqzfPnyUt8rhBBCCCFEebE6eZo4cWKJG1epVHh5edG0aVNatGiBk1O5F/cTQghRzZn02fYOofT0FauCoRBCVHd3NHkSQggh7EWpVOLj4QrqdDDYO5rSMSj0GFycUCqV9g5FCCEEdtjnSQghhCgPKpWKfj26Vbj9p0pCo9Fw8eLFajPdXQghKjpJnoQQQlRZFXX/KWs5OjrKqJMQQlQgsvOeEEIIIYQQQlhBkichhBBCCCGEsIIkT0IIIYQQQghhBVnzJIQQ1YxWq63URRSqE41GIz+rcmKPfxcGg4GsrCx0Oh2Ojo5l2rZSqazU6/2qq0uXLrFjxw5OnDhBdHQ0SUlJpKWl4eLiwt13303nzp156qmnqFevnr1DrbYkeRJCiGpEq9Wyb/cesjO19g5FWEGvN5CuUdO0aVPc3NzsHU6VpdVq2bdzK1nqlHLt12QyYTAYcHR0RKFQlGnbLh7edOnZTxKoSuavv/7im2++yXdcp9Nx6tQpTp06xbJly/joo48YNGiQHSIUkjwJIUQ1otPpyM7U4qf0RqV0tnc4ohhqTSapqSky+nSH6XQ6stQp1NZdw8WpbJOYophMJvRGA04Ojigou36z9CYS1TmvS5KnysXNzY2+ffvSqVMnmjVrhp+fHzVq1ODGjRscOHCAH3/8kRs3bjB16lQaNmxIixYt7B1ytSPJkxBCVEMqpTNuLq72DkMUQ6/X887H79PvwYH2DqVacHFS4KYsv+XgRpMJvcKIk5MDDmU68mQsw7ZEeRo7dixjx47Nd9zHx4emTZvSt29fBg8eTGZmJosWLeLTTz+1Q5TVmyRPIp8JEyawc+fOfMeVSiW1a9embdu2jB49mlatWpW4jcL8+uuvdOjQwfJ87dq1vP766wCsWLGCe+65x+q2hBCislu7bQOtm7Wkpo8vBr0BgOjoaCIiIhgxYoSdoxNC2Iu/vz+dOnUiPDyc06dP2zucakmSJ5HP2bNnCzyu0+mIj48nPj6eTZs28dFHHzFs2LAStVEQhUJB8+bN8xw7d+6c5VxwcLDVbQkhRFVQr05d3vnqE1oGN0en1xEWFsaJEyeYMWOGvUMT1dz06dNZs2YNHTt2ZMmSJezfv59ffvmFyMhI1Go1/v7+DBo0iOeeew5X1/yj21evXqVPnz4ALF68mFatWvHzzz+zZcsWrl69SkZGBn/++Wee9wWXLl1i8eLF7Nu3j+vXr2MymfD396d79+6MGTOG2rVrl+g1REdHM3jwYADmz59Pr169Cr329OnTlvc633//PT169MgT18KFCzl48CDXrl3DYDDg6+tL7dq16dChA/369aNp06Ylis0aBkPOByrOzvmnXt/+/f2///s/fvrpJzZu3MjVq1epUaMGnTt35uWXXyYgIADIGeH+/fffWbVqFbGxsTg4ONCmTRumTJlS7LTAvXv3smLFCo4ePUpKSgru7u40bdqUBx98kIcffrjMC6FUBJI8iTxSUlK4fv06AC+//DKjR48GcuZlX7t2jdWrV7Nw4UIMBgPvvvsuXbt2pU6dOoW2ERoaylNPPVVknwqFIt9CaHPydPfdd8siaSFEtdOhdVt++fRbQmfN4FZSEnFxcWzcuBEHB9lhRFQcS5cu5YMPPsBkMlmOXbx4kW+++Ya///6bJUuW4OvrW+j9ycnJPPLII1y8eLHIPj755JN86/7Onz/P+fPnWbVqFd9++22e2SvFCQoKolmzZpw9e5Z169YVmTytW7cOAF9fX7p27Wo5vnfvXl544QWysrLyXH/9+nWuX79OZGQkUVFRzJ071+q4rJGQkMCxY8cAipwBBJCens4TTzzBmTNnLMe0Wi1r165l3759LF++nNq1azNp0iR2796d597du3cTERHB4sWLad26db62jUYj7777LitWrMhzPCUlhYMHD3Lw4EH++OMPFixYgJeXV2lfboUkv4VFHrlHjJo1a4a7uzvu7u54eHgQFBTEtGnTeOyxx4Ccf4Dbtm2zuo3CvgpKjsxt3IlPbIQQoqI7HHmM0dNepF6du6jp60tAQACDBg1i79699g5NCABiY2P55JNPuOeee1i0aBH79+9n48aNjBkzBgcHB86fP8+UKVOKbOPjjz/m+vXrvPbaa2zZsoUDBw7w66+/Wj6U/fPPP3n//ffR6XT07t2bhQsXsm/fPvbv38/8+fNp1qwZaWlpvPTSS1y7dq1E8ZtHnnbs2EFmZmaB15hMJjZu3AjAwIEDcXLKGXMwGo28+eabZGVl0bBhQ2bPns22bds4ePAgGzZs4Pvvv2f48OHUqFGjRDEVxmAwcP36ddavX88zzzxDeno6np6eTJgwocj7Pv74Y65du8Z7773Hrl272Lt3L++99x5KpZLExETCwsIICwsjIiKCqVOnsm3bNvbv38+cOXPw8vJCo9Hw3nvvFdj2N998Y0mcunXrxrJlyzhw4ADr169n5MiRKBQKjh07xuTJk/Mk11WBjDyJPHInPoGBgQVe88ADD/D7778DcOXKlSLbaNy4cYljuHnzJjdv3gQkeRLiTtHqsu0dAtl6HQajwd5hVEhnY6N59bmX8PWtyfrdWwkNDSUtLY1Dhw7l+fRbCHu5ceMGISEh/PLLL5aKfr6+vkybNg0fHx+++OILDhw4wM6dO+nZs2ehbSxcuJDOnTtbjplHkFJTU3n//fcBGD58OB988EGee3v16kWnTp147LHHOH/+PN99953lemsMHjyYL774Ao1Gw7Zt2xgyZEi+ayIiIiwzaR588EHL8aioKMvxuXPn5nmv4u3tTWBgID169MBgMKDVln5biIcffphTp07lO96yZUtmzZpF3bp1i7z/xo0brFixgpCQEMuxJ554gps3b/L111+zZcsWIGfqYu7piIMGDSIrK4vp06dz8uRJLly4QJMmTSznExIS+P777wHo3r078+fPt0zP8/HxYcaMGdSqVYs5c+awb98+tm7dSv/+/Uv9fahoJHkSeZgTHxcXF+rXr1/gNX5+fpbHSqWy0DZcXV3x9/cvdQyQM3IlhCg7SqUSZzcVCZkpYMfq13qDgYRrsZiyM+wXRAXmV8+VRHUsCWkxKDBiNBoJDAws9EMtIezh1VdfLbAU+pgxY1i6dCnXr19nzZo1hSZPPXv2zJM45bZ69WoyMjLw9PQsdK2fm5sb48aNY9q0aWzatIn33nvP6v2y6tatS4cOHTh06BDr168vMHlav349APXr16dNmzaW4+Y1R0CJ11vZKiAggNGjR9OwYcNirx08eHCexMns/vvv5+uvv8ZoNNKpU6c8iZNZ//79eeONNzCZTERGRuZJnv766y90Oh0KhYKZM2cWuK5p3Lhx/P7778TFxfHHH39I8iSqLnPi0qhRo0Lns1Oh9wAAfRRJREFU1t+4ccPyuKCRIXMbDRs2LNWmf+b1TiDJkxBlTaVS0aV7N7vvG6RWq4nYeYtaOjUujuW3r05lk5mlx9FBIWudRIXj5uZWaOLj5OREz549+e233yzrcwpy3333FXpu3759ALRp0wa9Xo9ery/wOvMHCmlpaVy+fJm7777b2pfA4MGDOXToEHv37iUpKSnP+iydTsfmzZst1+XWqFEjXFxcyMrK4s033+TNN9+kQYMGVvdrrWXLlmEwGDCZTNy8eZP9+/ezYMECXnvtNX7//Xe+/vprvL29C72/S5cuBR43F4oACv0Zuru74+vry61bt0hMTMxz7ujRowA0b9680Nft6OhI3759WbRokeX6qkKSJ2Gh0+k4f/48QJ5PGG5nXufk7e2db5GltW0UxZx8eXp6lmrkSghRNJVKVSE2zlQqlXg6OZfrvjqVxV+7j9I6sD6+3l4YjDl79kipclGRNGzYsMhKauZp+wkJCej1est6odxyv4m/XWxsLJBTuKBt27ZWxZSUlFSi5On+++/ngw8+QKfTsWnTpjwFrv755x9SUlKAvFP2ICdxnDRpEmFhYYSHhxMeHk5wcDBt27alY8eOdOvWrUyKJOT+Pe3h4UHDhg0ZMGAAw4cP59ChQ0yfPp358+cXen9ho2K5261Vq1ax/d9eFCM+Ph4ofHmHWe7EVq1W4+HhUeT1lYX8xRIWFy9etHwaXVjic/ToUZYvX45CoeDdd9/NV+whdxsBAQFkZGQU+VXQp99SLEIIUd3Vq+XDez/+yfert6PT5ZQqnzRp0h35dFuI0iioDHluud8faDSaAq8p6kOc9PT0EseUnV2ytZxeXl50794d+N8UPTPz85CQkALfE40bN47Zs2dbSnlHRUXx22+/8eqrr9K1a1feeustUlNTS/waiuPr68uLL74IQHh4OJcuXSr0WmtGrK0pJX57wQdzgY3iqiG7u7tbHmdkVJ0p2jLyJCxyl7I0Jz6Q84/mxo0bbN68mQULFuDu7s7bb7/NwIH5d7zP3cb8+fOL/EQEICwsLM8nOtnZ2cTExAAyZU8IUX21b9GIn2aM5fWvf+dWcoqUKhcVTmEJkVnuCnbFJVoFcXNzIzk5mWeeeYa33nqrxPdba/DgwWzfvp1jx44RFxeHv78/mZmZ7NixA8g/6pTbAw88wAMPPEBCQgJHjhzh8OHD7Nixg2vXrrFq1SoiIyNZvHhxmY/0/9///Z/l8enTp0s02lYWzElTYVUKzXKfz51IVXbyW1hY5F5r9Prrr9O2bVvatm1Lu3btGDhwIF9++SVBQUFs3ryZBx54oNg2rNGyZcs8zy9cuGAZjZLkSQhRXR05E8PYD3+ibi1vavp4S6lyUeHExsbmKZxwO/PeTX5+fgVO2SuOeUpf7g9l74TevXvj7u6OyWRiw4YNAGzfvh2NRoODgwODBg0qtg0/Pz8GDRrE22+/zY4dO3jhhReAnPdEt++fVBZyr/8qzdpyW9WrVw/Iec9WlOjoaABq1KhRZabsgSRPIpfcVe4Kc+LECT7//PNi26hduzbnzp0r9qtRo0Z57s+dfMm0PSFEdRWXmMw744YxblhvlEoloaGhfPPNN0VO0RGiPGVmZrJ///4Cz+n1enbu3AmQp0pdSZhL8h89evSO/n+vUqksleDMG+Kap+x16tQpT4Vhazg4OPDiiy9aRonvROyHDx+2PC5q3did0q5dOyBn1Ovq1asFXmMwGCxr5K1ds1ZZSPIkLMyJT9euXS3JzdmzZ/nnn394//33LcO0q1ev5vLly0W2UdpRI/P9Dg4OBAUFlaoNIYSo7IZ0b0vDujkLuc1rEgIDA6VYhKhQZs+ena+YAMDChQst+yANGzasVG0/9thjuLm5YTAYmDZtWrFrZsxT/kvDXE0vKiqKgwcPWkZ4C5uyl5CQUOSUtatXr2L8r9BLSQpHZGdnF7h/Zm7Xrl2zLImoV69egaXI77QhQ4agVCoxmUx8/PHHBW6C++OPPxIXFwfAo48+Wt4h3lGy5kkAOeXHk5KSACyLHyFnOLhOnTo8/vjjALz99tsYjUbWrl3LpEmTCm2jefPmpYrDnDzdfffdpZojLYQoX1qttlRlz9VqNdk6Pal6Ixpd1dp9vixpsozMnPqKvcMQIp86deoQFRXFqFGjmDx5Mk2bNiU5OZlVq1axcOFCAO69995C93gqjq+vL++88w7Tpk3j2LFjPPzwwzz33HN07NgRHx8fNBoNV65cISIigg0bNuDv78+CBQtK1Vfnzp2pXbs2iYmJvPHGG+h0OlxcXArdm2jv3r3MmjWL+++/nx49ehAcHIyXlxdpaWkcP36cuXPnAjlrvcwFKayh1WoZOHAg/fr1o0+fPjRv3txSPv3atWv8888//Pzzz6SkpKBQKHjjjTfsMm2vTp06TJgwgW+++Ybt27fz/PPP8/zzz9OoUSNu3rzJihUrWLJkCZBTLr1v377lHuOdJMmTAPLOKc6dPOU2bNgwvvjiC1JTU9m8eXO+5Cl3G6VNnszT9mS9kxAVn1arZeuuPSSri144XhCDwUBiogaD3uUORFZ1GI1KlAosn2KLOytLbwLK73ttMpnQ6004mYxl+iY4S2+C/HvYl6mGDRsyYcIEPvzwQ0aNGpXvfGBgILNnz7apj6FDh6LX63n//feJjY0tdLNcIN8ygJJwdHRk4MCBLF682DJa0rNnTzw9PQu9JzU1lRUrVrBixYoCzzs7O/Pxxx+XeBNdnU7Hxo0b2bhxY6HXuLu7M3PmTLtuPPvSSy+RmJjIihUr2Llzp2WaZm5t2rThyy+/tEuCdydJ8iSAvGuNChsCdnZ2pnfv3qxZs4bo6GiuXr2aZ65t7jZKkzwlJCRYRq5kvZMQFZ9OpyNZreGayROFk3PJbnYEvb8vBoMkBUUxZGlQZVyTKnt3mFKpxMXDm0R1+fZrwoTBwYCjwrFs32AqwcXDG6XyzmZQTz/9NI0aNWLhwoWcPHmSjIwMAgICGDhwIOPGjSuTGSSPPvoo9913H8uWLWPPnj1cuXIFtVqNq6sr/v7+tGnThgEDBtCxY0eb+nnwwQdZvHhxnueFGThwID4+Puzdu5d///3X8v5FqVQSEBBA586dGTlyJPXq1UOr1Vodg6enJ7/88gsHDhzgyJEjXLt2jVu3bqHX6/Hy8iIwMJCuXbsybNiwEidlZc3BwYH333+fAQMGWDZDTklJwd3dneDgYIYMGcLDDz9sVSn0ykaSJwH8b7qch4dHkfuImJMngF27duXZUM7chpubW6nKZuZOvmTkSYjKQ+HkjMK55KV4ldzxD8crvWwHBXPf+YiRDw+2dyhVmkqlokvPfqWagmoLg8FAVlYWLi4uZf4mU6lUlstm2F27drUUd7BGQEBAiSvz+vn5MWXKFKZMmVLS8KzWunVrq+NydXWlV69e9OrVq8jriqpGWBCFQkHnzp3p3Llzie7LzdrvrzXXmMu1F6WkP/+qQJInAfwv8WnRokWRn35169YNZ2dnsrOzCQ8PLzB5CgwMLHb/B8j5Y5X7j0Xuan8Gg4HIyMgi72/UqFGVKn0phBBmx3ZuIiAoBC8fH4z/vQGLjo4mIiJCikbcISqVqlySjdwMBoMlyamKn9ALURVJ8iTIysoiNjYWKHy9k5mbmxv33nsvu3fv5tChQ2g0GlxdXfO0ceLECavKUq5cuZLWrVtbnuf+FOSll14q9v7NmzdL8iSEqJK8a9/F2vmfERDYDJ1OR1hYGCdOnChyzYcQQog7TyZRC6KioixDy8UlTwB9+vQBcpKuffv25WvDGkqlMt/UPGv2mTJzd3cv9x21hRCivDQKacOY9+aSejOBlOQk4uLi2LhxI926dbN3aEIIUa3JyJOgVatWJZp//MQTT/DEE0/Y1EZBzDt7CyFEdRd7+jjblv9I/aDmePv4EhAQwKBBg5g5c2a1W18ghBAViSRPQgghRAWTfOMaQ1+YRg1vb87t305oaChpaWkcOnRIkichhLAjSZ6EEELYxKTPtncIVc49XXKqeOm0mTj8V0ggMDCQwMBAe4YlBLNmzWLWrFn2DkMIu5HkSQghRKkolUp8PFxBnQ4lq8grrGRQ6Jn5znt3fL8eIYQQ1pHkSQghRKmoVCr69ehW7nvjVCcajYaLFy/i4uJi71CEEEIgyZMQQggb2GNvnOrE0dFRRp2EEKICkVLlQgghhBBCCGEFSZ6EEEIIIYQQwgoybU+IaiArKwutVotarS7RZsaictBoNPLzraI0Go2sKRNCiApEkichqjitVkvEvoMkXk8g+dpNnJwc7R2SKGN6vYHU1BT5+VZBer2BdI2apk2b4ubmZu9whBCi2pPkSYgqTqfTka3JorajJ3XdauPkJP/sqxq9Xs8trQM13WrKz7eKUWsymTztVfoM6GfvUIQQQiDJkxDVhrOTEldnlVTuqoJ0DjpcnJzl51uFrN22gdbNWlLTxxeDPmcqZnR0NBEREYwYMcLO0QkhRPUlyZMQQghRwdSrU5d3vvqElsHN0el1hIWFceLECWbMmGHv0IQQolqr1snThAkT2LlzZ77jTk5O+Pj40KZNG0aNGkX79u3znL9+/To9evQAIDQ0lPHjx9sUxzvvvMNvv/0GwMCBA/nyyy+LvSclJYXw8HD279/P6dOniYuLQ6fTUbt2bTp16sSYMWMIDg62Oobo6GjWrl1LREQEV69eJTU1FWdnZ2rVqkXz5s3p0qUL/fr1w9fXt0SvzWAwMH78ePbs2QNAy5Yt+eOPP6y+/7nnnuOff/6xPJ46dWqJ+hdCiMqoQ+u2/PLpt4TOmsGtpCTi4uLYuHEjDg5SJFcIIeypWv8WPnv2bIHH9Xo9iYmJbNmyhaeffpqlS5fmOX/u3DnL46ZNm9oUQ0xMDKtWrbI8j4qKKvaeP//8k27dujF9+nTWrl1LdHQ0mZmZ6HQ64uPjWbNmDQ8//DDr168vtq0bN24wceJEBg8ezA8//MDx48e5efMmOp2OjIwMLl26xN9//83bb79N9+7deffdd1Gr1Va/vrCwMEviBNCsWTOr792/f78lcQLrvjdCCFEVHI48xuhpL1Kvzl3U9PUlICCAQYMGsXfvXnuHJoQQ1Vq1HXlKSUnh+vXrALzyyiuMGjXKcu7GjRts2rSJb7/9Fp1OxyeffELv3r2pW7cukDfpKkkyUJCwsDD0er3leWxsLNnZ2Tg7Oxd6z8GDB9HpdLRq1YpBgwbRrl07/P390Wg0hIeH8+WXX5KRkcH06dNp2bIlDRs2LLCdM2fOMHr0aFJSUgDo3LkzDz30EC1atKB27dpkZmZy+fJltm/fztq1a0lPT2f58uVMnjzZqtf2119/8fPPP+Pp6Ul6ejoAzZs3t+pek8nE559/nueYJE9CiOoiLiGe9195E18fHzbs3kpoaChpaWkcOnSIrl272ju8Kkmr1ZZ7WXiDwUBWVhY6nQ5Hx7KtlKlUKlGpVGXapihfJpOJTZs2sX79ek6dOsWtW7eoUaMGd911F23btuWBBx6gTZs29g6z2qm2yVPuBKhFixa4u7tbnjdq1IgXX3yR7OxsvvvuO3Q6Hdu2bWPkyJF57vX29sbPz6/UMRw9epRt27YB0KNHD3bt2oXBYODChQtFJhkNGzbkzz//LPCaZ555Bl9fX0JDQ9HpdKxYsYJp06blu+7ChQuMGTOGlJQUvL29+eijj+jbt2+ea3z/+7SzS5cuvPjii3z44YccPXoUb2/vYl/byZMnmTlzJm5ubowfP54vvvgCsD7ZXLduHadOnQL+9725fv06qampeHl5WdWGEEJUVg/1fQCAtIx0HP8rPx8YGEhgYKA9w6qytFotW3ftIVmtKdd+TSYTBoMBR0dHFApFmbbt4+FKvx7dJIGqpG7evMkrr7zC4cOH8xy/desWt27d4tSpU6jVakme7ECSJyAoKKjAa/r168d3330HwKVLl/Lda+uo02effWbpf+rUqezatQvImRZYVPI0YcKEItvt378/SqUSnU5X4NREjUbDuHHjSEpKwt3dnZ9//pmQkJAi26xZsyazZ89m+/btxb0sbt26xcSJE8nKyuKrr74iJiYGAIVCYdX3LDs727Lu67777uPpp5+2fG+io6PzrUET1snW69Bka9EZ9cVfXE1l63UYjJVvk1m93kCaNgNHtbPs81TFZGg1vD1dikTcaTqdjmS1hmsmTxROhc/8KGtGkxG9yYCToyMOirJbSWHSZ4M6HZ1OJ8lTJZSamsro0aOJjo7GxcWFZ599lgEDBlC3bl2ys7M5e/YsmzZtkr3f7KTaJ0/u7u74+/sXeI2Pj0++Y1lZWZZEypbkafPmzRw7dgyA1157jUaNGlkSHlunpykUCkwmE0CBi4vnz59PXFwcALNmzSo2ccrd7u2jU7fT6XRMmjSJa9eu8cILLzBgwABeeeUVAAICAvDw8Ci2n19//ZW4uDgcHByYOnUqNWrUsJw7d+6cJE8lpFQqcXZ1ITE1gexMR3lzXQi9wUDCtVhM2Rn2DqXEjEYTOp0O5U0lDg5l++m1sC+j0YROocRoNNo7lGpB4eSMwrn8kg2F0YhCoUfh5ISirIuBVL7PgcR/Zs2aRXR0NG5ubixatIjWrVvnOe/n52cpXCbKX7VPnoqqSGdeEwVQp04dIGfdjcGQ8xuptMmTXq9n9uzZAHTs2JGePXsCOdMFo6KibE6ejhw5YllH1aRJkzznrl69ys8//wxAt27d6N+/v0193e6DDz7gyJEj9OrVy5I0mb/X1qx3SktLY8GCBQAMHTrUUpDDw8MDtVot655KQaVS0aFLJ06fPk1QUBCurq72DqlCUqvVROy8RS2dGhfHypWAGPR6klJS8fX2xtFJ9nmqSjKz9Dz7wfc8NnK0vUMRQpSDqKgoVq9eDeSsyb89cRL2Vy2TJ51Ox/nz54HCp+wB7N692/K4bdu2QN7pfqWttLdixQpiY2NRKBS8/vrrluNBQUE2J09Go5FvvvnG8vzBBx/Mc37p0qVkZ2cD8P/t3XdcVfX/wPEX4wKiKODeuMCdNDT3LBVXjqajcpRplqNh5SgtR1qa5iq3uU1Tc4uo4S4XTlBBBZUhIBsucH9/8Lvne6/ciSAC7+fj0aPrPed8zufew4Xzvp/P5/0eNmxYjs9jyIYNG9i4cSM1a9Zk9uzZ2NjYKBn7wLL3a9GiRcTGxuLk5KQEX5A11//8+fMSPOWQo6MjTk5OlChRQob5TVCpVLjYO+CsKliJSNVqW1KT7Cjp7ChFcguJHUfP0rh2VdxdS5Hx/6NOUiRXPAvGjx/Ptm3baNq0KWvWrOHEiROsXLmSgIAAEhISqFy5Mj4+PgwdOtTgl3WhoaF07NgRgNWrV9OoUSOWL1/O/v37CQ0NJTExMdu67tu3b7N69WqOHz/OgwcP0Gg0VK5cmTZt2jB48GDKli1r1WsICgqie/fuQNZsnPbt2xvd98qVK/Tu3RuA3377TW/E5/bt26xYsYJTp05x//59MjIycHd3p2zZsrz00ku88sorVt8rbt68GciaGfXmm29adSxkf3+fe+45li1bxu7duwkNDaVkyZI0b96cTz75hCpVqgBZX+pv2rSJLVu2EBISgq2tLd7e3owZM4b69eubPN+xY8fYuHEjZ8+eJTY2luLFi+Pl5UWPHj3o06dPridCeRYUyeDp1q1bSkYdY8FTcHAwa9asAbJGp7TBkzZNub29fY4W7iYmJrJgwQIAfHx8aNSokbJNO0oUHh6uJHKw1ty5czlz5gwA3bt312sfYO/evQBUrlyZZs2aWd2+Mf/++y/ff/89Li4uLFy4UJmed+3aNWUKobmRp3v37ilp4QcNGkSFChWUbbVq1ZLgSQhRZFQq48Z3S/+iQc0qqNVSJFc8m9auXcvUqVOVv/OQdY/166+/snfvXtasWWOyPmRMTAx9+/bl1q1bJs8xffr0bJkQb9y4wY0bN9iyZQsLFy7kpZdesrjfderUoW7duly7do2dO3eaDJ527twJZCXR0s10eezYMT766CNSU1P19n/w4AEPHjwgICCAwMBA5s2bZ3G/AKVES/PmzfWCT7VabfWXY/Hx8bz11ltcvXpVeS4lJYXt27dz/Phx1q9fT9myZRk1apTegAFkDSCcOXOG1atXGxz9yszM5Ntvv2Xjxo16z8fGxnLq1ClOnTrFn3/+yZIlSwpdoq8iGTzp/hDpBk8ZGRlERERw6NAh5s+fT0JCAg4ODkyZMkVZO6QdeapZs6bJdOLG/P777zx8+BCVSsWYMWP0tun2JSgoyKpfBABLlixRprzVrl2biRMn6m2/c+cO9+7dA+Dll182mtknIyODlJQUg9scHByyfXjv37/PJ598QkZGBj/99BM1atRQtumO1JkLnubMmUNqaiqurq7ZCg9r35uEhATu3btHpUqVTLYlhBAF2Yv1a7BswhC+mL+JhzGxUiRXPHNCQkKYPn06TZo0YfTo0Xh6ehITE8OWLVtYuXIlN27cYMyYMaxatcpoG9OmTSM+Pp7PPvuMV199lZIlS3Ljxg1lqcRff/3FlClTAOjQoQMDBw7Ey8sLGxsbLly4wNy5c7l27RojR45k+/btSkkZS3Tv3p1r165x6NAhkpKSDM7K0Gg07N69G4CuXbtib59125yZmcnXX39NamoqHh4efPLJJzRu3BgXFxeioqIICwvj4MGDVtXFhKx7nJCQEAAaNmxIdHQ0CxcuZP/+/URERChf3Pv4+DBgwACzM0mmTZtGYmIi3333He3atcPe3p6DBw/y/fffExkZyezZsylbtixnzpzh888/p3PnzhQvXpyTJ0/y7bff8ujRI7777jv+/PPPbG3/+uuvSuDUqlUrRowYQc2aNYmKimLjxo388ccfnDt3jtGjR7N8+fJczyaZn4pk8KRb5Pa9994zul/p0qWZPXu2XhpI7bE5mbIXERGh/BJ55513qFq1qt523ZGswMBAq4KnuXPnKpkBa9asycqVK7ONXOmO2piaQ7t161aj327OmzePzp07K/9OSUlh5MiRPHz4kHHjxmVbwHjlyhUASpUqZTLguXr1qvLtzogRI3BxcdHb/vh7I8GTEKIw++9qML9uPkjDWlUp7eaqFMmdOHGi1HkSz4SIiAgaNGjAypUrlYx+7u7ufPnll7i5ufHTTz9x8uRJDh8+rKztNtTGihUraN68ufKc9t7n0aNHSuD0xhtvMHXqVL1j27dvT7NmzXj99de5ceMGixYtUva3RPfu3fnpp59ITk7m4MGD9OzZM9s+Z86cUda/6y6DCAwMVJ6fN2+e3j2hq6srtWvXpm3btia/jDYkPDxcGcVTq9X07NmTyMhIZbtarebq1atcvXqVHTt2sHTpUr1ZOo+LiIhg48aNeonB3nrrLaKiopg/fz779+8HsqYu6t6/+fj4kJqayvjx47l06RI3b97UW0MfHh7Ob7/9BkCbNm1YvHixMj3Pzc2NCRMmUKZMGebMmcPx48c5cOBArq+xz09F8issQ+m7tVxcXGjatCnjx49n3759tGjRQtl279494uLigJwFT/PmzSMpKQkXFxc++uijbNurV6+ujGbpBnimpKen8/XXXyuBU5MmTVi3bp3B+b8RERHKY1Pzg3VH5h73eGa+CRMmcPnyZbp27ZpttEi3LXPv16xZs9BoNFStWpW3334723bdUTmZuieEKOzCImOYPKw3w3p3QKVSMW7cOH799Ve9shlC5LexY8caTIU+ePBg5aZ+27ZtRo9v166dXuCka+vWrSQmJuLi4mL0C11nZ2dl/faePXv0pg+aU7FiRSVQ+/vvvw3uo32+atWqel+kaxOHgen7KWvFx8crj3/77TciIyN566232LdvHwEBAezfv19Z8xgUFMQnn3xiMhNn9+7dDWZU7tKlC5A1gvbSSy8ZzNz36quvKqNFAQEBett27NiBWq3GxsaGiRMnGlzXNGzYMCWbtaGRq4KsSI48aYOnV199lRkzZijPOzo6KkOypo4D6zPt3bx5U8me0qVLF2VO7OPKly/P3bt3LQoQkpOTGT16NIcPHwayvoWZM2eO0WxquvOFTaUMnzRpEpMmTVL+/f3337NmzRpcXV2VxYWQlSBi586d1K1bl+nTp2drJz09XUnMYWrKnr+/P8eOHQOgZ8+e3Lx50+B+Tk5OpKSkWBxYCpETqekaQP+PkTpDQ/oznCk6Iz2TeLUt9smZ2KklP3Fh0PLF5wCIS1UrU/WkSK54ljg7OxsNfOzt7WnXrh0bNmxQyrIY0rp1a6Pbjh8/DoC3tzfp6elKFuHHaT8TcXFx3Llzh+rVq1v6EujevTunT5/m2LFjREdH663PUqvV7Nu3T9lPV40aNXB0dCQ1NZWvv/6ar7/+mmrVqll8XmN0gzK1Wk2fPn347rvvlOeqV6/O5MmTsbW15Y8//uDChQscPHjQ6KiO7gCALt17OWPXsHjx4ri7u/Pw4UO90S+As2fPAln3dsZet52dHZ06dWLVqlXK/oVFkQueIiIiiI6OBrJGUYoXL27xsU8SPM2aNUv5UGzevFnJpmJMUFCQye3R0dF8+OGHXLx4EYB+/foxZcoUk1lNdOslJSZaXsvm0qVLQNb8W12HDh0Cst6XJk2amGxj1apVypTFkydPKjW0MjMzmTVrlrLfggULlIQaxsjIk8gLKpUKxxKuRD42RT09I5PgyEckqp/d6CkzU4U6zQ5VmoPUeSpkMjNVfPjxaKnzJJ45Hh4eJu85atasCWRN8UpPTzf45bTuTfzjtGt/jh49qiTtMic6Otqq4KlLly5MnToVtVrNnj176N+/v7Ltn3/+ITY2FsieudjZ2ZlRo0Yxe/Zs/Pz88PPzU5KLNW3alFatWuUoSYLuPamNjY1e1mFdI0eOZP369WRkZJgMnoyNiumOFpYpU8Zof7T7PZ4UQ7t+3tyXObqBbUJCgkW1PguCIhc86U5Js6TukC5t8FS6dGmrhmnPnDmDn5+fVedKSEggLCzMYAHfu3fvMnToUOUXy/Dhw7MlnzBEN5HD1atX6dChg9ljMjIylPfs8eBJu57JGpUqVdIrPrx9+3aT0ygNCQ4OzlHWGSFMcXJyokW7V7JldEpISCDiyAkeZZYAe+uTxDwNGenpRMfE4O7mhp2J0XNR8GSkJvPbpI95b2B/8zsL8RSZqxmom8wgOTk521pmwOCUPy3dKWyW0pZisVSpUqVo06YNvr6+/P3333rBk3bKXoMGDbLVzISsaWmVKlVi6dKlXLlyRSk1s2HDBlQqFb169WLcuHE4Ojpa3B/d+6OyZcsaXc/k7u5OjRo1lIyDxliSYMaSVOKPT4dMSkoCMJuwQjcYTExMlOCpoNKd8mXt6FFOk0X8+OOPQNa3MH///bfJH9QjR44oa4cCAwOzBU9Xrlzhgw8+IDIyEltbWyZOnGhxzY+GDRtSqlQpHj16xI4dOxg+fLjZD01QUJCy2PHxebNLly41Ob942bJl7Ny5E5VKxaZNm7CxsdH7oKWmpiopPFu2bKkU7zVm3bp1fPfdd6jVaoKDg00WOBYiJ5ycnAz+MVepVDjalcDGwfgf+vykVquxS0rBobiLfKlQSJw7vIcqdRpQys2NzMysWQtS50k8S5KTk01u195gg/lAyxBnZ2diYmIYNGgQ33zzjdXHW6p79+74+vpy7tw55UvrpKQkZXbN46NOurp160a3bt0IDw/nv//+499//+XQoUPcv3+fLVu2EBAQwOrVq00GibrKly9PiRIlSEhIMPslvXY2kTUziXKL9l5O9xoborvdmplez7oilzBCO8rh7u5O+fLlLT4uOTmZO3fuANYFXbt371am1o0dO9ZssKId5obs09OOHz/OgAEDiIyMxNHRkV9++cWqP6L29vbKtyraFKPmFlfqzlV+fOSpbt261KtXz+h/MTExQFaNpvr161OvXj294fRVq1Zx7949bGxsGDdunNn+m3pvhBCiMHEtW4Hti3/k0OZVSp2nUaNG5cq6CiFyQ0hIiN4ancdpazeVL1/e5HpyY7RT+kwlscoNHTp0oHjx4mg0Gnbt2gWAr68vycnJ2Nra4uPjY7aN8uXL4+Pjw6RJkzh06JCSFOz69evZ6ieZoy1Kq5vkyxDtlML8GM3RZjw2tkZdS7sEpWTJkoVm1AmKcPBk7ahTYGCgMufcycmJgIAAk/+Fh4ejVquZM2cOkJUF75VXXjF7nipVqijfUOgGCPv37+eDDz4gMTERZ2dn5s+fT8uWLUlMTDT43+PzU7WGDx+ujCCtWbOGd955h127dnH37l3i4uKIiooiICCAP/74g7feektZqOju7m51enDtSJ2hEaLY2Fh+//13ICslpqFsMI+T4EkIUVTUaODN4O/m8SgqnNiYaKXOU6tWrfK7a0IAWaMKJ06cMLgtPT1dSWalm6XOGtqU/GfPns3TLJNOTk7KmiFtyRTtlL1mzZpZ9UU7ZE2VGzFihDJlztq+d+zYEYDIyEju3r1rcJ/IyEhl6Ya1S1BywwsvvABkzYYKDQ01uI92PRZg8Zq1gqJITdtLTU1VftisDZ501+UsXLiQhQsXmtx/6tSpeqNVn332mUXnsbGxoXr16ly/fl0vQFizZo2yFiMpKclgWnBd77zzDpMnT872vKOjI8uWLWPcuHEcO3aMs2fPmsyCYmtrS9u2bZVUoJaKiYlRsrMYCp4WLlxIXFwcKpWK0aNHW9RmuXLlcHFxIT4+XoInIUShFnLlPAfXL6VqnXq4urlLnSfxTPr555956aWXsq3rWbFihZJRuHfv3jlq+/XXX2fx4sUkJSXx5ZdfsmzZMpNTv4KDg/XWdluje/fubNu2jcDAQE6dOqVkADY2ZS88PBwXFxeja35CQ0OVL9ytTRzRq1cv5s+fT0JCAnPnzuWnn37Kts/cuXOV9rt162ZV+7mhZ8+ezJ07F7VazbRp01iwYEG2IrhLly4lLCwMyEpqVpgUqZGnwMBAZYg5p8kiLFWjRg2l9lK7du2sKnirXZgYHBysLH60NlgwVQTXzc2N5cuXs3TpUnr27Em1atVwdnZGpVLh5uZGvXr1eO2115g6dSr//PMPS5Ys4cUXX7Tq/Lpryx4PnkJDQ1m3bh2QVfjOmmko2tEnSVcuhCjMYiLu89pHX9K+3yCp8ySeSeXKlSMwMJB3332XkydPEhMTw61bt/jxxx/5+eefAXj55ZeNFsg1x93dXfkS+Ny5c/Tp04fNmzdz+/Zt4uLiCA8P599//2XRokV0795dr/SMtZo3b66sMfrqq69Qq9U4OjoazWJ37Ngx2rVrx6RJk/D19VVm74SGhvL3338zfPhwIGutV5s2bazqi5ubm5Jl7++//+aLL77g6tWrPHr0iGvXrvHll1+yZcsWIKtEjbFU43mpXLlyfPjhh0DWFMfhw4dz7tw5YmNjuXHjBj/88IMy86pFixZ06tTpqfcxLxWpkadGjRrl+KZ78uTJBkdyTDl58mSOzjVnzhzlh07r1KlTOWrLlNatW5ussfAkXn75ZaPvdZUqVZT059batGnTk3RLCCEKBO92XQFIS4rH9v/Xykqdp7ynSbcuW9sTn0+TiSY9A40mHY1N7n2frUlPgzyuWuDh4cGHH37I999/z7vvvptte+3atZUgKqdee+010tPTmTJlCiEhIUaL5QI5HnWCrIxzXbt2ZfXq1cpoSbt27QxmCNR69OgRGzduZOPGjQa3Ozg4MG3atBwV0R00aBAPHjxg2bJlbN++ne3bt2fbp0WLFsyePdvqtnPLyJEjiYyMZOPGjRw+fFiZpqnL29ubuXPnZhuVKuiKVPAkhBA59bRvqqyhSVdjk6FGo05Bo5EiuYVKuprR4yfmdy8KPZVKhVuJYpAQD0/xI6TRaMjIzMAuwy53bzBtwK1EsTzPvjlgwABq1KjBihUruHTpEomJiVSpUoWuXbsybNiwHGXZe1y/fv1o3bo169atw9/fn7t375KQkECxYsWoXLky3t7edO7cmaZNmz7ReXr06MHq1av1/m1M165dcXNz49ixY1y4cIHw8HCio6NRqVRUqVKF5s2bM3DgQCpVqqRkLLbWF198QZs2bVi3bh3nzp0jJiaG4sWL06BBA3r16kWPHj0sSkWeV2xtbZkyZQqdO3dWiiHHxsZSvHhxPD096dmzJ3369LEoFXpBY6Mxl25NiEImICAAyBqJLCqSkpK4evUq9erVM1uXQehLSUnhwBF/YhJMp+XNTxnp6cQ+eoRrqVJS56mQyUhPJyMlkb49u+nVgBHmpaSkKOtgLEkVnZKSkq3OW17LyMggNTUVR0fHXL/JVKlUFqfItsb48ePZtm0bTZs2Zc2aNbnefmGSkZFBSkoKTk5OhTKIeFZZ+9kH6+4N5a+sEEKY4OTkxCttWz31myprJCcnExQURJ06dXLlm17x7EhOTubWrVtWFdoUOWOszlteysjIUIIcubkWomCQ4EkIIczIj5sqa9jZ2eHk5ESJEiVkZLGQsbOzk8LHQgjxDClS2faEEEIIIYQQIqckeBJCCCGEEEIIC8i0PSGEeIZZsog9OTmZlJQUEhISlFp2onBITk5+ptfbCSFEUSPBkxBCPKNSUlI4ftSftCTTqW7T0zN49CiWmPtR2NvLovPCJD09g/jkBLy8vGQ9m3gmzJgx44kK0gpR0EnwJIQQzyi1Wk1aUgrlVa44qRyM7peens7DFFtKO5fGXlKVFyoJyUk8ehQro09CCPGMkL+yQgjxjHNSOeDsaDwFudpWjaO9A8UcnCQzWyGTnp7O5GlTeKVH1/zuihBCCCRhhBBCCPHM2X5wF8GhtwHISM9axxYUFMS6devys1tCCFHkFZqRp5MnT7Jjxw7Onz9PeHg4qamplC5dmjJlylC3bl1atmxJ8+bN9Sq0//vvv/Tv3x+An3/+mW7duuXo3ImJiRw+fJj9+/dz48YNoqKiSExMpFSpUtSpU4cWLVrQp08fypQpY3GbN2/e5PXXXycxMRGASZMmKX015969e3Tp0oXU1FQAdu/eTa1atUwek5mZSVBQEAEBAVy6dImAgACuX7+OWq2mWLFinD17Fltb62LtzMxMevXqRWBgIACTJ0/mnXfeMXlMdHQ0zZs3N7itWLFiVK5cmTZt2jB06FBKly5tVX+EEKKgqFSuIpN/mU5Dz3qo09XMnj2bixcvMmHChPzumhBCFGkFPngKDw9n/PjxHD9+PNu2Bw8e8ODBAy5dusSWLVsYPHgwX375pbL9+vXryuO6devm6PwbN27k559/JjY2Ntu2qKgooqKiOHHiBPPnz2fYsGF88sknZtuMi4tjxIgRSuAE4OXlZXGf5syZowROkPU6zQVPBw8eZNSoUQa3eXp6Wh04Afz5559K4AToPTZG95o8Ljk5mRs3bnDjxg127tzJ+vXrqVq1qtX9EkKIZ91LjZ9n5cyFjJsxgYfR0YSFhbF79+4c/S4WQgiRewp08BQeHk7//v25e/cuTk5OvPPOO3Tq1AkPDw/s7OyIiIjgwoUL7N27l+PHj9OgQQO947U36o6Ojnh4eFh17vT0dL755hv++usvAMqVK0f//v1p1aoVlStXRq1WExYWxuHDh9m4cSMxMTFs2rTJbPCUmZnJ2LFjCQkJwcXFhfj4eGxsbCwO7q5evcrOnTv1ngsMDMTHx8fscQCVK1emUaNGNGjQgDlz5pCZmZmjwDIlJYX58+dn64c5165dUx4fPHgQd3d3IOv9Dg4OZt68eRw7dozIyEimTJnC77//bnXfhBDiWfdvwDnmrV5CI6/6lHZ3p0qVKvj4+DBx4kRatmyZ390TQogiq0AHTxMnTuTu3bu4urqyevXqbKMzrq6ueHp68vrrr3Pz5k1cXV31tmtv1GvXro2dnXXpfSdPnqwETt27d2fq1KnZ0siWK1cOb29vhgwZwnfffUd8fLzZdmfPns0///zDyy+/jIuLCwcOHKBq1aqUKFHCon7NmjULjUZD1apVsbe3Jzg42KKgpUePHgwaNEiZ1hgcHMxPP/0EWDfqpbVixQrCw8Oxt7fn5Zdfxt/f36rgyc3NLduoUpMmTVi8eDHdunXjzp07+Pv7ExcXR8mSJa3unxBCPMvCwu8x5dOvcXdzY9fRA4wbN464uDhOnz4twZMQQuSjAhs83bx5kyNHjgDw0Ucfmb3Bf3zamnaND1g/ZW/nzp1s2bIFyAo6Zs2ahY2NjdH9S5YsyU8//aQ3qmKs3WXLllG5cmXmzp3LW2+9ZVX//P39OXbsGABjx47lwIEDFgdPNWvW1Pu3bl+tfX+io6NZunQpAP369aNu3br4+/sTHx/P/fv3qVixotFjtSNgderUMbjdwcGBtm3bsmbNGjIzMwkNDaV+/fpW9U+IgiZFnWZye3p6OqnpaSSnpaDOTH9KvcqZtHQ1GZlSyNecVs1aABCbFK98uVe7dm1q166dn90SQogir8AGTydPnlQev/DCC1Yff/v2bZKSkgDrgoPo6Gi+//57ADw8PPj+++9NBk66TJ3n8uXLTJgwAWdnZxYuXIijoyN37tyxuH+ZmZnMmjULgEaNGtG1a1eCg4MBCA0NJTExkeLFi1vUT/jflEYbGxurR54WLFhAQkICzs7OjBo1ipCQEGVbYGCg0eBJrVZz69YtIGudlTGPjyAKUVipVCocnJ0IT4oFE2V+0tMzeJQaS0JS5jNdJDc9I4Pw+yFo0hLN7ywAyMzUkJGhJjMzM7+7IoQQggIcPEVHRyuPw8PDadSokVXH5zRZxKpVq5TkEF999RVOTk5WndeQhw8fMnLkSFJSUpg7dy5169bl7Nmzyh/LevXqmW1j+/btymjRF198gY2NjTJ6o9FouHHjBs8995zFfdK2VaVKFYunDALcuXOHjRs3AjBkyBDKlCmjV7Tz+vXrtG3b1uCxN2/eVApBmgqewsPDlcdly5a1uG9CFDROTk60aNPKbIHU5ORkgoKCqFOnDsWKGa8Hld8SEhI4c/ghZdQJONpZ9qVTUbX3+AXq16xMGfdSaDQabG1tCQoK4syZM2azlgohhMg7BTZ4qlChgvJ42rRp2Nra0rZtW4vXLulOS7N0ZCUlJYUNGzYAWTf37dq1s7zDRqjVaj755BPu37/P8OHD6do1qxCidvoamA/uUlNTmTdvHgDt27enadOmAHrTOwIDA60KnrTBpbVT9mbPno1araZs2bIMHjwYyBopKlu2LJGRkSanEOpeE2PT9jIyMpSpidWqVZPgSRR6Tk5OZr+ksbOzw8nJiRIlSmRbe/msUalUuNg74KySrHGm1K5cljlrd9OgZhXSJVW5EEI8MwrsX6+OHTsqyQ3CwsL46KOPaNWqFZ999hmbN2/WG50wRHujXrFiRUqVKmXROU+ePKmMOvXs2TPnndfx/fff8++//9KuXTs+/fRT5Xlt8OTq6kqlSpVMtrFq1Sru3buHnZ0dn332mfJ89erVUalUgOkU4I+Li4vj3r17gHXB04ULF9i3bx8AH3/8sd5NnHbNmaXBk7GRp2XLlhEWFgagrAkTQojC5sX6NVg2YQgPHj7iYUyskqq8VatW+d01IYQo0gps8OTu7s6iRYv0EkFER0ezc+dOJkyYQNu2bXnvvff4999/DR6fk5GVEydOKI9zY9Rp48aNbNiwgRo1ajB79my9+h3a4MncqFhsbKySrrtPnz56o012dnbUqFEDsCxNuFZOpzT++OOPQFbyiddff11vm3Yk6datW0anIGlfc8WKFfWmCqakpChrwrQZABs3bsyAAQMs7psQQhQk/10NZsj3y6hYxpXSbq5KqnLtyLsQ4snNnz8fLy8vOnTokG3bqVOn8PLywsvLi9DQ0Hzo3ZNJS0tj+fLl9OnThxdeeIEXXniBPn36sHz5ctLSTCchslRwcDCTJk2iQ4cONGrUiFatWjFixAi9+2VDdN9bU/+9/fbbudLP3FZgp+0BeHt78/fff3P8+HH279+Pv7+/Miqh0Wg4ceIEJ0+e5Ntvv9UbpdAdWbEmGYL25t7JySlbdjpr/ffff0ydOpUSJUqwYMECXFxclG0ZGRkWZwJcuHAhcXFxFCtWzGCR2zp16hAYGGhV8JSTKY0HDx5UAtVx48Zlmz6pDerUajUhISEGp+Vpg7b79++bPG+rVq2YNWsWjo6OFvVNCCEKmrDIGCYP6417qZLsOX1NUpULISwWExPD4MGDuXLlit7zly9f5vLly+zcuZMVK1Y8UQKuQ4cOMW7cOCX5GkBkZCS+vr74+voyYsQIvRlVhUmBDp4AbG1tadWqlTKVISQkhIMHD7J+/XpCQ0PRaDRMmzaNV199VSm4qjuyYk3w9PDhQwDKly9vdV0oXQ8ePOCTTz4hIyOD2bNnZ0ujfvPmTVJTUwHTySLu3r3LunXrAHjvvfcoX758tn20QUtMTAyRkZEWrRHSvj8lSpSgSpUqZvfPyMjg559/BrIyH3bq1MloPyBrFOzx4Ck8PJyYmBiD7dvZ2VG+fHm8vb3p1asXbdq0sTjDoRBCFEQ92zwPQFxSmqQqF0JYZcyYMVy5cgU7OztGjBjBa6+9hkql4uDBg/z4449cuXKFMWPGsGLFihy1f/PmTSVwqlKlCt988w1NmjQhIiKCxYsXs2fPHhYuXIiHhwe9evUy2dauXbuMZmF+knvtvFTgg6fHeXh4MHToUPr378/rr79OUFAQqamp/Pfff7zyyitAzmsYJSQkADzxguxPP/2UqKgoRo8eTfv27bNt100WYSp4mjNnDmq1GicnJ1q1aqV3nJaDg4PyODAw0KLgSfv+eHl5WRSkbN68mZs3bwJZa8EM9SM9/X+1ZwIDA+nWrZvBcwL8+uuvtGiRVePE1tb2mc4eJoSwXmq6BshEnaEhXTJwm5ScmsnEzwvnt7dCPMuaNWtm1XrxZ4Wvr68ybe6zzz5TkncB9O/fn9KlS/Ppp59y/Phx/Pz8DN6HmjNnzhySkpJwdnZm1apVyhft7u7uzJkzh5SUFPz8/Pjpp5/o0qWLyZlCTk5OVpXSeRYUuuBJq1ixYnTr1o25c+cCWVP1tLQ36sWKFcPDw8PiNkuWLMmDBw+UIConoqOjOX/+PABz585V+meMNmJv3749ixcvVp6/dOkSu3fvBrLWBPXv39/suQMDA81O98jMzOTGjRuAZYFlUlISv/76q/LvyZMnmz3G0C8j3eCpcePGBe6DJIQwT6VS4VjClcgESM/IJDjyEYlqiZ5MycxUobJB6jwJUcSo1Wol6Zc1tFmhy5Qpw6BBg7Jt79KlC/Xr1+fKlSusX7/e6uApMjKSgwcPAvDmm29mm6FkY2PD6NGj8fPzIzw8nEOHDimZpAuLQhs8AXr1hcqUKaM81t6o16lTRy9Jgzk1atQgMDCQsLAw4uPj9dYpWerx+aeWql+/vt6/f/zxRzQajVVtWLLuKSQkhOTkZMCy4Gn58uVERkY+cT+0o1Xu7u4Gpx8KIQo+JycnWrR7BbVaTUJCAhFHTvAoswTYO5g/uIjKSE3mt0kf895A81+QCfE0jB8/nm3bttG0aVPWrFnDiRMnWLlyJQEBASQkJFC5cmV8fHwYOnToE80cSU5OxtfXlyNHjhAUFER4eDjx8fG4urrSsGFD+vXrZ3CZgC6NRsPmzZvZvHkzN27cwM7Ojlq1atGvXz/69etn8thTp04pwYevr69Fyxie1PXr1zl69ChHjx5FpVKxfPlyq45PTk7m5MmTQFZWat37YF2dO3fmypUrnDhxguTkZKuu0+HDh5X7z86dOxvcp27dunh4eBASEoKfn58ETwXJkSNHgKypay+88AKQtT5HO7JizXongNatW7Nv3z4yMzPZsWOHRaM9kDXapF1v1bBhQ/766y+T+w8YMICEhAQ6d+7MRx99BKA3H/Tw4cOcOnUKyKqr1KNHD5Ptvf7661y8eNGi4WdrpjRGRUWxbNkyAN544w2mTp1qcv9Zs2axdOlS7t27R0JCgl5GPe15LSkILIQouHTrVqlUKhztSmDj8OTFxgubc4f3UKVOA0q5uZGZmQEgRXILgcjISMqVK0dEREShqFO4du1apk6dqvdl7q1bt/j111/Zu3cva9asUe5/rDVnzhxWrVqV7fnIyEj8/Pzw8/OjZ8+e/PjjjwaXGGjraB46dEjv+fPnz3P+/HlOnjxp1eyjvJCQkMCJEyeUgOnBgwfKNm3NTmsEBQUpmfQaN25sdD9t3c+0tDRu3LhBo0aNLD6HdhDA3t6eBg0aGN2vcePGhISEWDxokJaWprfU5FlW4IKn/fv3ExsbS9++fU0uJFuwYAFnzpwBsuoBaW/UQ0JCSElJAawvANujRw9++eUXIiMjmTNnDi+88ILJNu7cucOsWbNo164dffv2BbLqNpnKbhIZGalMC3z++eezBROZmZlKuu569erRvXt3s/2uWbMmFy9e5ObNm2RkZJh837QBlq2trdFCtVrz588nKSkJJycnPv74Y4v6AVnfBAUFBeHt7Q1kTTu8ffs2YH1AK4QQhZFr2QpsX/wjVWrXRa2WIrmFxfbt25X/Dx06NJ9782RCQkKYPn06TZo0YfTo0Xh6ehITE8OWLVtYuXIlN27cYMyYMQYDIEs4OzvTpUsXOnbsiIeHhzIrJSwsjO3bt7NlyxZ27NhBo0aNDE5P+/nnn5XAqXPnzgwdOpSqVaty//59Vq5cyfbt26lcuXLO34AcCgoK4siRIxw9epSzZ8/qlW+xtbWlcePGtGnTxuyomiHBwcHKY1MjZbrbgoODrQqetOcoV66cyWBHe47bt2+TmZlpdKbXiBEjCA4OJi0tDWdnZ+rVq0eXLl144403zBaIzy8FLng6duwYGzZsYMGCBfTu3ZuXX34ZDw8PnJ2diY2N5cKFC2zYsEFJm+3t7c2YMWOU43VHX+zs7AgICDB5vsqVKyvfmjg5OfHjjz8ydOhQ4uPjefvttxkwYACvvPIKVapUQaPREBUVxcWLF5VvRTIzMxk5cqTFr89cJsA///xTmfY2btw4ixI6aIOWlJQU7ty5o9R+Arh48aLeXPqzZ88CWdMcH3+vdD9cwcHBbNmyBYBBgwZZNNVON717YGCgEjwFBgYqfZCRJyGEgBoNvBn83Tw2z5lMbEy0UiTXmqnmQuSliIgIGjRowMqVK5WbXHd3d7788kvc3Nz46aefOHnyJIcPH85RbczRo0cbfL58+fI8//zz1K9fn0mTJrFs2TIGDhyodz/04MEDJWjr2rWr3vpyNzc3fvzxRxwcHNi8ebPV/bJWUlISx44dw9/fn6NHj3L//n297W5ubrRs2ZK2bdvSunVr3Nzccnyu2NhY5bGpET/dc+geY805zPVTe/60tDSSkpL0Zhvp0r3XTEpK4r///uO///5j/fr1LFy4UO+e9VlR4IKnu3fvAlkfjEWLFrFo0SKj+77++ut89dVXetnxdKelffvtt2bPt3z5cr0kCy1atGDJkiV8/vnnxMTE8Ntvv/Hbb78ZPd7Dw8Oq1LK6P0Senp5621JSUpg/fz6QlQWmdevWFrX5eNCi/UGMiYnJVsxWKyIigjfffFOvLzt37lT+PXv2bNLT03F1dWXYsGEW9UM3JbvuuifdayLBkxBCQMiV8xxcv5Sqderh6uauFMmdOHGi1HkqQLQ39OfPn1emSum6cOGCsqzA2nXMz4KxY8caHB0YPHgwa9eu5cGDB2zbti1HwZM5PXv2ZNKkSTx48IDg4GC9e50dO3aQkZGBra0t48ePN3j8559/zo4dO5TSMLntxIkTLFq0KNvoko2NDfXr16dt27a0adOG5557Lte+FNGuWQfMZrjT0q3TZM05zNXa1D1HYmKiXvBkb29P586d6dq1K56enlSsWBGNRkNgYCAbNmzgr7/+4tatWwwbNoxt27blKMdAXipwwdPvv//O6dOnOXbsGBcvXuT27dvExMSQkZGBi4sLHh4evPjii/Tu3Ttb/STQv1G3hKGb+datW+Pr68uWLVs4cuQIgYGBxMbGYmtri6urKzVr1uS5556jbdu2PP/881adTxtUuLu7U7p0ab1tK1euJDw8HMhKP2kp3V8o169fVxb4GUopboxuIHf27Fkl08oHH3xAyZIlLWqjZMmSlClThqioKL0gUXtNHB0dn7j4sBBCFAYxEfd57aMvKenqyvUTvlIkt4Dq2LEjvr6+NGnShLJly/LVV18BEB8fT9myZYmKigKgQ4cO+dnNHHF2dqZ58+YGt9nb29OuXTs2bNjAuXPncnyOqKgoNmzYgL+/P8HBwSQkJOiVPtEKCQnRu3/QnrNBgwZUqFDBYNulSpXipZdewt/fP8f9M+Xff/9V1qcDFC9enA8//JC+ffvqJTHLTboBuKX1MK2tm6k9h7njTPXlhRdeUL400OXt7Y23tzeNGzdmypQp3L17l2XLlhkdhcwvBS54srOzo3nz5kY/sOaYGiWyRvHixXn33Xd59913c6U9rZkzZzJz5kyD24YPH87w4cOtbrNWrVoGk0W0aNEiRzUMnn/++RzXPjh27Fi25yZNmsSkSZNy1J4QQhRG3u2yslOlJcVjK0VyC6yDBw9y48YN6tSpQ2RkJGPHjgVQ/g9Z0+cfz6hbEHh4eJhcQ60NZsLDw0lPT8fe3p6MjAxl3fnjVCqV3hqa06dP8/HHH/Po0SOzfYmPj9f7d1hYmF4fTPUxr4KnChUqUKxYMWWkJjExkZ9//pk9e/bQpk0b2rRpQ5MmTYxmxMsJ3ZlWxt7nx7dZmxFRew5T7QN6I3rW1kft378/O3bs4Pz58+zevVuCJyGEEEJLk56W3114tqWrGT1+Yn73QjyB2rVro9FoeOONN/TW2LzxxhusW7fO7E3os8rcTbfuDXNycjIuLi78+++/BpM7APTu3ZsZM2YAWbU5R40axaNHjyhbtiyDBw/mxRdfpGLFihQrVgwbGxs0Go1eJmVd2oDFmj7mttdff51u3bpx7NgxTp06xT///ENISAhXr17l6tWrLFmyBBcXF1q0aEGbNm1o3br1E5dq0U1IFh0dbXS/mJgYg8dYcw7dNgzRnl+lUuXofW7Xrh3nz5/n9u3bVqdTz2sSPAkhhHjqVCoVbiWKQUI8ZJjfv6jKsEknw9E+R8UyxbNBO/L0uE2bNrFp06YCO/Kku77GEN21NNbe+O7bt4/Y2Fjs7OxYtWqVwWUYcXFxRo/Xns+aPuYFR0dHWrRoQYcOHZgwYQJ37tzh6NGjHDlyhNOnTxMfH8++ffvYt28fkJUFWjsq5e3tbfWolG5yhdDQUKP76W6zNiGDh4cHJ06cICIiwmR6ce05PDw8crSmS3fpSlxcnARPQgghijYnJydeadtKbyG1yC45OZlbt26ZXZwtnk0dO3ZU0mWXL1+eL7/8krFjx/Lzzz8zY8YMIiIiaNy4MR06dMDX1zefe2udkJAQk+VPbt26BWS9bm0Q0KxZM4um/Wv38fT0NBg4gX7iqcdVrlyZ69evK30wxtz23FatWjUGDBjAgAEDSE1N5dSpU0qNp9u3b3Pt2jWuXbvGb7/9RsuWLa0uklu7dm0cHBxIS0vj4sWLRgsBX7hwAciqg2rtVGBtbaf09HQuX76sZE5+3MWLF4GcJwKLjIxUHlu6tv5pkeBJCCFEvtAtmCsMs7Ozk1GnAkwbOF24cIHGjRuzdOlSAFxcXAgPD+fcuXM8//zz2Qq5FgRJSUmcOHGCVq1aZduWnp7O4cOHAYzeXJuiLfT6+HQ8Xbt37za6zdvbm0OHDnH58mUePHhgMGnEo0ePlHqg+cHR0VEZZYKsekja+k+nT5/O0RdLzs7ONG3aFH9/f3x9fZk0aZLB0SvtSNfLL79s9YhO27ZtlWmT+/btM3h9r1+/TkhICADt27e3+nUAypcJHh4ez9SoE4AUjBBCCCGEyAMajQaNRkPjxo0Nbm/cuLHRDHIFwc8//2ww1feKFSt48OABkLWWyVraAqvBwcHcvn072/bz58+zadMmo8f37NkTOzs7MjMzlXVUj5s9e3aepSnPierVqzNo0CCWLl3K6dOn+frrr3PUzttvvw1kZSpcvXp1tu179+7lypUrALz11ltWt1+uXDk6duwIwMaNG5XkHLrmzJmTbV8ttVrNw4cPTZ5j6dKlXL58GYDu3btb3ce8JiNPQgghhBDCKuXKlSMwMJB3332X0aNH4+XlRUxMDFu2bGHFihVA1shGTmo8vfLKK8yZMwe1Ws0HH3zA+PHjadiwISkpKRw8eJD58+dTrVo1bt68afD4ChUq8O6777J8+XL27NlDZmYmw4YNo2rVqty/f58VK1awfft2KleubPDmPzdER0fz8OFDUlNTcXR0tHrdT6lSpXJ03k6dOtGsWTNOnTrF7NmzSU5O5rXXXsPe3p6DBw/y448/AllTKB8PbLS8vLwA/SQeusaOHcuxY8dISkpi0KBBTJgwgeeee47IyEgWL16Mn58fAOPGjcs25Tg5OZkOHTrg4+NDu3bt8PLyws3NDbVardR50o6MeXh48P777+fofchLEjwJIYQVUlJSnrl1OsnJyaSkpJCQkGBymosoeJKTk5+5nzeRc7169WLYsGH06tUrv7vyxDw8PPjwww/5/vvvDZZtqV27Nj///HOO2q5RowajRo3il19+ISQkJFuZlrJlyzJv3jy6detmtI2xY8cSEhLCoUOH9JIyaPn4+FCzZk1+/fXXHPXRnLVr1z5R202bNmXNmjU5Onbu3Lm8//77XLt2jXnz5jFv3jy97XXr1mXu3Lk57lutWrWYPXs2n332GaGhoQbL6AwfPpzXXnvN4PEpKSls3bqVrVu3Gj1HgwYNmDdvnl5x3WeFBE9CCGGhlJQUjh/1Jy3p2UotnJ6ewaNHscTcj8Le3njdFVHwpKdnEJ+cgJeXV56mVRZPR9myZfWKhxZ0AwYMoEaNGqxYsYJLly6RmJhIlSpV6Nq1K8OGDXuitSojRoygZs2arF69mqtXr6LRaKhQoQLt27dnyJAhZgvNqlQqFi5cyObNm9m8eTM3btzA1taWmjVr0rdvX9588808C5zym7u7O5s3b2b16tXs2rVLmfpYvXp1unXrxqBBg4xmybNUp06d2Lp1K8uXL+f48eNERkZSsmRJGjduzMCBA2nRooXB44oXL87MmTM5e/Ysly5dIjIyktjYWGxtbSldujQNGjSga9euvPrqq7laAys32WgK06dYCAsEBAQA0KhRo3zuydOTlJTE1atXqVevntyAPYH4+HiO+R6hvMoVJ9WT/eHJTenp6TyMfkhp99LP7B8bkTMJyUkERt3mlR5dKVeuXH53p0BJSUkhODiYGjVqPLOJSbRFY52cnEwWnH2WjB8/nm3btj3RyEhBcOrUKaUmlZ+fH5UqVbK6jYJ4fQuDnHz2rbk3lL+yQghhJSeVA86Oz072H7WtGkd7B4o5OElmtkImPT2dydOm8EqPrvndFSGKFN3ixfKlo9Al2faEEEKIZ8z2g7sIDs2aapORnrWOLSgoiHXr1uVnt4QoMrSptkuUKIGrq2u+9kU8WyR4yiW3b9+mXr16eHl5MXHiRLP7Z2RkMGTIELy8vPD29mbgwIF4eXmZzUrj6+uLl5cXXl5eZlNM/v7773h5eVG3bl3u3LmjPB8QEKC08ddff5nt6+7du5X9//vvP7P7AwwdOlQ5ZtasWSb3zczMxNvbW9nfmv+MzakVQoiCrFK5ikz+ZTqL1y1Hna5m9uzZjBo1imrVquV314QotDIzM3n06BGnTp1i1apVQFZWOiF0SfCUS6pXr66kfNyxYwexsbEm958xYwb+/v7Y2NgwY8YMZY5lQkKCyeN0v3WMj483ul9mZiYbN24EoHXr1np/cK9du6Y8rlOnjsnzwf+qeNvY2CjpK005ceIE//zzT7bjjQkODiYpKclsu4ZYWxlbCCEKgpcaP8/KmQu5HxnOw+howsLC2L17t8GCpEKI3HH9+nWaNm3KoEGDCAsLQ6VSGcwkJ4o2WfOUi4YMGcKBAwdISUlh8+bNDBs2zOB+f/75p1K4bOTIkXTu3Jlbt24BkJiYaLT94OBgjh07pvzbVKD1zz//cPfuXSArG46u69evA2Bra0utWrXMvq6goCAgq2iduZSRGo0m20iTueDJw8ODs2fPmu0HwH///ceIESNQq9WoVCqGDh1q0XFCCFGQ/Btwjnmrl9DIqz6l3d2pUqUKPj4+TJw4kZYtW+Z394Qo1FxcXHjuuecYOXKk0QLHouiS4CkXeXt74+3tzblz51i3bh2DBw/Oll3l7NmzTJ48GYBXX32Vjz/+GMj6oELWiFFSUpLBxYnr1q1Do9FQvnx5wsPDTQZP2hGqqlWr0rp1a71t2pGnatWqWZSFRBs81a1b1+y+O3fuVKpCt23bliNHjvDgwQMePXpktOCbnZ0dxYsXN9v2tWvXGDt2LGq1GltbW2bOnEmbNm3MHieEEAVNWPg9pnz6Ne5ubuw6eoBx48YRFxfH6dOnJXgS+WrGjBkGC6cWBvXq1VO+YBbCGAmectngwYMZNWoU9+7dw9fXl1dffVXZdv/+fUaNGoVarcbLy4uZM2diY2MDoDeik5CQkC14SkpKYtu2bco5pk+fTlJSEhqNRmlDKzQ0lKNHjwLwzjvvZKtqrf3FYMmUvZSUFGUEy1zwlJaWphRda926NQMGDODIkSNAVgD24osvmj2fMbdv32bIkCHKVMUJEyaYLI4nRF5KUafldxf0pKenk5qeRnJaCurM9PzuzlORlq4mI7PwFgRu1SxrPWdsUrzyJVzt2rVlqrIQQuQzCZ5yWadOnahevTq3b99mzZo1SvCUnJzMiBEjiIqKws3NjYULF+oFSLrBk6Gpezt27CA+Pp5y5crRp08fpk+fTmZmJomJidmm0q1fv57MzEycnJzo27ev3rbQ0FDi4uIAy4KnoKAgMjMzAfPB0x9//EFYWBi2trZ8/vnnlCxZUtl2/fr1HAdP4eHhvP/++0RFRQHw6aef0r9//xy1JcSTUKlUODg7EZ4UC+r87s3/pKdn8Cg1loSkzCJRJDc9I4Pw+yFo0oxPcy4sMjM1jBn5ofJ7WAghRP6S4CmX2dra8t577/Hdd99x+vRprl27Rt26dfnqq6+4cuUKKpWKefPmUaVKFb3jtNP2wPBaprVr1wLw5ptvUrJkSezs7MjIyMgWPKWlpfHnn38C0L1792xT5axNFqGdsgemg6e4uDiWLFkCwGuvvaYklihRogQJCQlm1z0ZExsby5AhQwgLCwNg0KBBjBgxIkdtCfGknJycaNGmFWr1MxQ5kfXlTFBQEHXq1KFYsWen/lReSUhI4Mzhh5RRJ+BoZ2P+gAIsKTWd96f+xusD38vvrgghhECCpzzRp08f5s2bR0xMDGvWrKFSpUrs2bMHgG+++YamTZtmO8ZU8HTmzBkCAwNRqVRKenJnZ2fi4+NJSEigfPnyyr67d+8mJiYGyJ4oAnIePLm4uGQL+HQtWrSI2NhYnJyc+PTTT5Xna9euzfnz53MUPCUlJfHhhx8qfejVqxdff/211e0IkZucnJwsrlj+tNjZ2eHk5ESJEiWKTDFHlUqFi70DzqrCmTR2x9GzNK5dFXfXUmT8/6hTUFAQZ86c4Z133snn3hUsGo0mv7sghHiK8vozL8FTHnBycuKdd95hwYIFbN++nfT0rDUIb731Fm+//bbBY3SDp8en7WlHnbp06UKZMmUAKF68uBI86dImivD29qZevXrZzqNd72RjY8PDhw959OiRyddy7tw5AJMpyu/du6f0cdCgQVSoUEHZVqtWrRwFT2lpaYwaNYrz588D0L59e6ZNm5ZtfZcQQhRGlcq48d3Sv2hQswpqdVadp4sXLzJhwoT87lqBoV3vm5FReNfGCSGy037mH1/zn1skeMojAwYMYOnSpaSmpgLQtGlTk3/0dLPN6QZEERERHDx4EICBAwcqz2un6unue+XKFS5cuKCc35CrV68CWVH5u+++a/HrMTVlb86cOaSmpuLq6soHH3ygt007upWQkMC9e/eoVKmS2XNlZmby+eef4+/vD8BLL73EL7/8gr29/LgKIYqGF+vXYNmEIXwxfxMPY2KVOk95dTNQGKlUKlQqFQkJCWbLbAghCo/4+Hjl858X5LdwHnF3d1dShBcrVoxffvnF5EU0NvK0ceNG1Go1jRo14rnnnlOe1wZbuoVytaM/ZcqUoXPnztnOkZCQQGhoaI5ej7Hg6erVq+zcuROAESNG6L0O0C9ia+no07fffsvevXsBqF+/PosXL8bR0TEn3RZCiALpv6vBDPl+GRXLuFLazVWp86Rb60+YZmNjg4uLC48ePSI5OTm/uyOEeAqSk5OJi4vDxcUlz2YryVf5eej+/ftA1pQ3d3d3k/uqVCqcnJxISUlRgie1Ws3GjRuB7CNJj488xcXFsWvXLgDeeOMNg4Ha9evXlXmg33zzDYMGDTLZJ39/f4YMGQIYD55mzZqFRqOhatWqBqck6q6rCgwMpF27dibP+dNPPymv2cPDg6VLl8o3hkKIIicsMobJw3rjXqoke05fkzpPOVSmTBmSk5O5c+cOJUuWxMXFBTs7u2dmCnhGRoYyQ+XxupCi4JPr+3RoNBoyMjKIj48nLi4OR0dHZZlLXpDgKY9kZGRw48YNwPR6IV0uLi6kpKQoAdGBAweIjIykdOnS+Pj46O2rHXnS7rt161aSk5Oxt7dXkko8TjdZRP369c3258qVK0DWB95Qcgl/f3/lW9CePXty8+ZNg+1og0JzheeWL1/Ob7/9BkD58uVZvnw5pUuXNttPIUTRlJquAUyn8FZnaEgvgFm+W76YNdMgLlWtTNWTOk/Ws7Ozo2rVqkRFRREfH09sbGx+d0lPZmYm6enp2Nvby5TMQkiu79OlUqlwdXWlTJkyeRqsSvCUR0JCQpRvG8zVR9IqUaIEkZGRysjTH3/8AWSNJDk4OOjtqxs8aTQa1q9fD0DHjh31su/p0gYvtra2BpNJPO7y5ctA1gjQ49nFMjMzmTVrlvLvBQsWsGDBApPtmZq29+effzJz5kwAXF1dWb58OZUrVzbbRyFE0aNSqXAs4Upk9qoOetIzMgmOfESiugBGT/8vM1PFhx+PljpPT8DOzo7y5ctTrlw51Gr1M/VeJicnc+vWLapVq1YkygwUNXJ9nx5bW1tUKtVTGVWW4CmP6I7yWBM8QVZAdO3aNf777z/s7e0NTofT7puYmMjx48cJCQkBjCeKgP8li6hevbpeggpjtCNPhvq/fft2vddoieDgYNRqdbYphQcPHmTixIlAVgr233//Xb5dFUIY5eTkRIt2r5itt5WQkEDEkRM8yiwB9g4m931WZaQm45R4X761zgU2NjbZvojMb9pAztHR8ZkrgSCenFzfwkmCpzyiDSxsbGzw9PS06BhtsoWEhAQl5fgrr7xicCRJd+RJu6+np6fBGlKQ9QHW1ktq0KCB2b7Ex8dz9+5dIHvwlJqayrx58wBo2bIly5cvN9nWunXr+O6771Cr1QQHB+u9HydPnmTMmDFkZGTg4ODAwoULady4sdn+CSGKNkvrbalUKhztSmDjUDBvXNJsbbBNlsBJCCGeFfIbOY9op8hVrVrV4oQH2uDp/v37SgY7YyNJ2uApKCgIPz8/AJOFE0NCQpRsQ5YET5cvX1aSSzwePK1atYp79+5hY2PDuHHjzLZVs2ZN5bHu1L2AgABGjBhBWloadnZ2zJ49m+bNm5ttTwghipK5M6bmdxeEEEL8Pxl5yiPakSdLp+zB/6biadca1atXjxdffNHgvtrgSVvE1sXFhV69epntD1iXLAL0X0NsbCy///47AD4+PhYFYoaCp1u3bjFs2DBlfdcXX3xBq1atshUINsaSaYdCCFFQnTu8hyp1GlDKzY3M/y/4GBQUxJkzZ0x+USaEECJvSfCUB2JjYwkPDwcsz7QHZKuRZGr90uOjWa+99hrOzs5G99fNdGdJ8KQN4Nzd3SlXrpzy/MKFC4mLi0OlUjF69Giz7QCUK1cOFxcX4uPjleBp/fr1xMTEKPtMnz6d6dOnW9Sem5sbJ0+etGhfIYQoiFzLVmD74h+pUrsuarWa2bNnc/HiRZPF1oUQQuQ9mbaXB3KSLAL0gydXV1e6d+9udF/dkRcbGxv69+9vUZ+qVq1KyZIlzfbFULKI0NBQZX3VG2+8QbVq1cy2o6UdfdIGcZYWzDXEktEuIYQoyGo08Gbwd/N4FBVObEw0YWFh7N69m1atWuV314QQokiz0WgXtghRRAQEBADQqFGjfO7J05OUlMTVq1epV6+eyRFKUTDJ9TUsPj6ebfsP88CudIFLGBFy5TwH1y+lap16XDq6l3cHDuDChQtMnDhRiuQWIvLZLdzk+hYc1twbyrQ9IYQQhZomPS2/u2C16Ht36DV0NKXc3Ll+wpdx48YRFxfH6dOnJXgSQoh8JMGTEEKIQkmlUuFWohgkxENGfvfGOl1bvgBARno8Knt7VCoVtWvXlhp4QgiRzyR4EkIIUSg5OTnxSttWZovpPsuSk5Opt/YPHB0d87srQgghkDVPogg6e/YsGo3mmas0n5c0Gg1qtRqVSoWNjU1+d0fkMrm+hZdc28JNrm/hJte34EhLS8PGxobnn3/e7L4y8iSKnKL4C8zGxqZIBYtFjVzfwkuubeEm17dwk+tbcNjY2Fh8fygjT0IIIYQQQghhAanzJIQQQgghhBAWkOBJCCGEEEIIISwgwZMQQgghhBBCWECCJyGEEEIIIYSwgARPQgghhBBCCGEBCZ6EEEIIIYQQwgISPAkhhBBCCCGEBSR4EkIIIYQQQggLSPAkhBBCCCGEEBaQ4EkIIYQQQgghLCDBkxBCCCGEEEJYQIInIYQQQgghhLCAfX53QAiRO9LS0rh27RoBAQFcvHiRgIAAbt26hUajoWnTpqxZsybXzhUcHMyKFSvw9/cnMjKSUqVK0bhxYwYOHEjz5s1z7Twiu7S0NP744w/+/vtvbt++DUD16tXp3r07AwYMwMHBIcdtDxw4kNOnT5vdb8WKFbRo0SLH5ymK9u7dy6ZNm7h69SpJSUlUqFCB9u3bM3jwYMqVK/dEbSckJLB8+XL2799PWFgYKpWKWrVq0adPH/r27YutrXxPmtfy4vrOnz+fX3/91ex+w4cPZ8yYMTk6hzBOo9Fw69Ytvb+p165dIy0tDYDr16/nynnk81vwSPAkRCHx999/89VXX+X5eQ4dOsS4ceNISkpSnouMjMTX1xdfX19GjBjBp59+muf9KIpiYmIYPHgwV65c0Xv+8uXLXL58mZ07d7JixQpcXV3zp4MiG41Gw1dffcW2bdv0ng8JCWHFihVs376dJUuW0Lhx4xy1f+fOHd5//31CQ0P1nj979ixnz55l7969LFq06ImCamFcXl9fkX/CwsLw8fHJ03PI57dgknBWiELGxsaGmjVr0qtXLzw8PHK17Zs3byqBU5UqVVi0aBEnTpxg+/btdO3aFYCFCxeyffv2XD2vyDJmzBiuXLmCnZ0do0aNwtfXl6NHjzJp0iScnJy4cuVKrnwD3aNHD+WPt6H/mjVrlguvpmhYtGiRcmPt4+PD9u3bOXHiBIsWLaJKlSpER0czYsQIoqOjrW47LS2Njz76iNDQUJycnJg0aRJHjx7F19eXUaNGYWtri7+/P999911uvyzx//Ly+mpVqlTJ5Odx5MiRufVyhBHlypWjY8eOvPzyy7nWpnx+CzCNEKJQuHXrlub48eOa+Ph45bkPPvhA4+npqRkwYECunGPkyJEaT09PTZMmTTR3797V25aZman58MMPNZ6enprWrVtrUlJScuWcIsvBgwc1np6eGk9PT82yZcuybd+zZ4+y/dChQzk6x4ABAzSenp6aL7/88km7KzQaTUREhOa5557TeHp6aj788MNs2+/evatp0qSJxtPTUzNjxgyr21+1apVyzffu3Ztt+9KlSzWenp4aLy8vzdWrV3P0GoRxeX19582bp/H09NS0b98+N7orrBQfH685cOCA5sGDB8pz2s+Up6fnE7cvn9+CS0aehCgkatSoQfPmzSlRokSetB8ZGcnBgwcBePPNN6lSpYredhsbG0aPHg1AeHg4hw4dypN+FFUbNmwAoEyZMgwaNCjb9i5dulC/fn0A1q9f/1T7Jgz766+/SE5OBjA4IlilShXeeOMNADZv3oxarbaqfe3PRIMGDejcuXO27e+++y6lS5dGo9GwceNGa7svzMjr6yvyV4kSJejUqRPly5fPk/bl81twSfAkhLDI4cOH0Wg0AAZ/0QPUrVtXmSro5+f3tLpW6CUnJ3Py5EkAOnbsiL294eWq2uty4sQJ5aZO5B/tZ8DDwwMvLy+D+2ivWXx8PP/++6/Fbd+9e5ebN2/qtfE4e3t7OnbsqNcXkXvy8vqKwk0+vwWbBE9CCItokxTY29vToEEDo/tpF0Y/ntRA5FxQUJCS4cnUwvPnnnsOyJpLf+PGjSc+r1qtVgJmYR2NRsPVq1eB/10XQxo2bIidnR1g3Wfm0qVLymNTPxPabffv33+idTdCX15fX0MyMzNJT09/ojbEs0E+vwWbZNsTQlgkODgYyFo4ayrzj3Y63+3bt8nMzJQ0q7lA+94D2aZL6tLdFhwcTKNGjXJ0Pn9/f9q0aUN4eDh2dnZUqFCBZs2aMWDAAJOBs/if8PBwJSOlqWvm4OBAuXLluH//vt51NienPxPu7u4Wn0MYl9fXV9fDhw/x8fEhJCSEjIwMXF1d8fb2pl+/fnTs2BEbG5sctSvyj3x+Cza5qxFCWCQ2NhYANzc3k/tpf7mnpaXppTMXOad97wGTfzx1r43uMdaKjIwkPDwcgIyMDMLCwti6dSt9+/Zl/vz5OW63KLH0mulut+aaWdq+7rYn+ZkQ+vL6+upKSUnh5s2bZGRkKO34+fkxcuRIPvroI/k9WwDJ57dgk5EnIYRFtGtoHB0dTe7n5OSkPE5MTMyzBBZFie76JVPvv+57n5MbqipVqtC8eXOaN29OpUqVcHNz4+HDh/j7+7Nw4ULu3bvHr7/+iqurKwMHDrS6/aJE9/0395nRbrfmmj2tnwlhWF5fXwAXFxcGDhxIu3btqF69OuXLlycxMZHz58/z22+/cfbsWfz8/Pjyyy/lS40CRj6/BZsET0Lkg+TkZO7du/dEbdSqVSuXemMZ7doXc1NEdNfIFNXpJLl9fXPynubkvZ8+fXq25ypWrMjrr7/OK6+8wttvv82tW7eYO3cuPXv2pFSpUlafo6iwZq2YpZ+tnLQvn8e8kdfXF+C9997L9pyDgwPt27enTZs2fP755+zatYv9+/dz4sQJmjdvblX7Iv/I57dgk+BJiHxw8eJFg+mmrXH9+vVc6o1lnJ2dgawpJKakpqZmO6aoye3rq/s+mnr/dbcVK1bsic7/OFdXV77++muGDh1KQkICR44coWfPnrl6jsKkePHiymPdz4Qh2mQg1lwz3Z+J1NRUoxkYdc+d2z8TRVleX19z7OzsmDRpEocOHSI5OZldu3ZJ8FSAyOe3YJM1T0IIi7i6ugIQExNjcj9tRiCVSlVkg6fcpn3vAZMZl3Svje4xuaV58+bKFJNr167levuFiaXXTHe7NdfM0vZ1t+XFz0RRldfX19I+eHt7A/J5LGjk81uwyciTEPmgWbNmT33k6El5eHhw4sQJIiIiSEtLM5pxLzQ0VNm/qGbay+3rW6NGDeWx9v01RHeb7jG5xd7enlKlShEREUF8fHyut1+YlC9fHmdnZ5KSkkxes7S0NCIiIgDrrpm2nhpkXfeqVasa3C+vfyaKqry+vpbSJhSQz2PBIp/fgq1o3tkIIaymTVGdnp7O5cuXje538eJFAOrVq/dU+lUU1K5dWwlWte+vIRcuXACy1kXUrl071/uhVquVjE8uLi653n5hYmNjo3wGtNfFkEuXLilZ1OrXr29x+w0bNlQem/qZ0G6rUKGCpDnORXl9fS0VFRUFyOexoJHPb8EmwZMQwiJt27ZVFqzu27fP4D7Xr18nJCQEgPbt2z+trhV6zs7ONG3aFABfX1+jhTK11+Xll1/Ok/nx/v7+yvoNCY7Na9euHQAhISFGRyK118zFxYUXX3zR4rarVaumfBNt7POYnp7OoUOHAPk85oW8vL6WiI6O5ty5c4B8Hgsa+fwWbBI8CSEsUq5cOTp27AjAxo0bCQsLy7bPnDlzsu0rcsfbb78NZH3TvHr16mzb9+7dy5UrVwB46623rG5fW9fJmMjISH744Qcg60awbdu2Vp+jqHnttdeUVMPaz4au0NBQNm3aBEDfvn1RqVRWta/9mbh8+bLBG7BVq1YRFRWFjY0Nb775prXdF2bk5fWNjo5WvqgwRK1WM2HCBCWhQLdu3azpungGyOe34JLgSYhC5Pz583r/xcXFAZCQkKD3vPYm+3FeXl54eXkxfvx4g9vHjh1LsWLFSEpKYtCgQfj5+REdHc3169cZM2YMfn5+AIwbN85s7RNhnU6dOtGsWTMAZs+ezYIFCwgLCyM8PJy1a9fy5ZdfAlnrrYwFrqau79KlS+nVqxdLly7l7NmzREZGEhcXx61bt1i1ahW9e/fm7t27QNb1LVmyZB690sKjXLlyDBs2DAA/Pz/GjBnD9evXiY6Oxs/Pj3fffZekpCTKlCnDBx98kO34gQMH4uXlRYcOHQy2//bbb1OzZk0AvvjiC9auXUt4eDhhYWH8+uuv/PTTTwD07t1bRibyQF5e37Nnz9KhQwd+/PFH/P39uXfvHvHx8dy7d49du3bx5ptv4uvrC4CPjw8vv/xy3r7YIurGjRt6fzvv37+vbHv87+3jwa58fgsvG401xQqEEM80Ly8vi/arXLmyMh3A0PG9e/dmxowZBo89ePAgn332mV6RP13Dhw9nzJgxFvZYWCM6Opr333/faGatunXrsmLFCqNz401d3x9++MHgiJYulUrF2LFjGTx4cA56XzRlZmby5ZdfsmPHDoPbXV1dWbJkCU2aNMm2beDAgZw+fdro5xWypowNHjzY4EgwQIsWLVi8eLF8mZFH8ur6Hjx4kJEjR5o9f48ePfjhhx/k+uYR7TWyhK+vL1WqVMl2rHx+Cx/JtieEsEqnTp3YunUry5cv5/jx40RGRlKyZEkaN27MwIEDadGiRX53sdByd3dn8+bNrF69ml27dnH79m0AqlevTrdu3Rg0aJDRLIjmvPHGG5QuXZpz584RHBxMTEwMSUlJFC9enOrVq9OsWTPefPNNo1mhhGG2trbMmjWLDh06sHHjRq5evUpycjIVKlSgXbt2DBkyhPLly+e4fQ8PD7Zv387y5cvZv38/YWFhqFQqatWqRe/evXn99deLbNbLpyGvru/zzz/PxIkTOXfuHNevX+fhw4fExcXh6OhIhQoV8Pb2pk+fPrzwwgt58KrE0yKf34JJRp6EEEIIIYQQwgISzgohhBBCCCGEBSR4EkIIIYQQQggLSPAkhBBCCCGEEBaQ4EkIIYQQQgghLCDBkxBCCCGEEEJYQIInIYQQQgghhLCABE9CCCGEEEIIYQEJnoQQQgghhBDCAhI8CSGEEEIIIYQFJHgSQgghhBBCCAtI8CSEEEIIIYQQFpDgSQghxBPZunUrXl5eeHl5ERoamt/dKRI6dOiAl5cX48ePfybasYT8nAghCgP7/O6AEEII8bSEhIRw5MgR/v33X65fv05ERAQZGRm4ublRv359OnfuTLdu3XBwcDDaxqlTpxg0aJDF5+zduzczZszIje7nuxs3brB3715OnjxJaGgoMTExAJQqVYo6derwwgsv0L17d6pVq5bPPRVCiLwhwZMQQogiYfz48Wzbts3gtvDwcMLDw/Hz82Pp0qX88ssv1K5d+yn38NkVFRXFtGnT2LNnD5mZmdm2p6SkEB4ejr+/P7/88guvvPIKX3zxhQRRQohCR4InIYQQRcKDBw8AKFGiBJ06deLll1+matWqFCtWjJCQEDZs2MDp06e5ceMG7733Htu2baNs2bIm23z77bd55513TO5TqlSpXHsN+SEwMJAPP/yQe/fuAeDq6kr37t156aWXKF++PHZ2dkRFRXHu3Dn2799PSEgIBw4cwMvLi1GjRuVz74UQIndJ8CSEEKJIqFChApMmTaJPnz4UK1ZMb1uDBg3w8fHhhx9+YM2aNURGRjJv3jymTp1qss3SpUvj6emZl93OVzExMXzwwQfcv38fgNdee40JEybg4uKSbd8OHTowduxYdu3axcyZM592V4UQ4qmQhBFCCCGKhBkzZtC/f/9sgZOWjY0NX3zxhTLatG/fPjQazdPs4jPn22+/VQKnPn36MHPmTIOBk5aNjQ3du3dn27ZtNG7c+Gl1UwghnhoZeRJCCJHn4uLi+OOPPzh8+DC3b98mMTERV1dXGjZsSI8ePfDx8cHGxsZkGwkJCSxbtowDBw4QGhqKg4MD1apVo0ePHrz99ttERETQsWNHAKZPn06fPn2s7qeDgwPPP/88+/bt49GjR8TExODu7p6j12zOiRMn2LJlC+fOnSMqKgqVSkWlSpVo1aoVAwcOpFKlSk/UvkajYevWrWzdupXAwEDUajUVKlSgffv2DB482OyUxJs3b7Jv3z4AypYty4QJEyw+d5kyZWjbtq3Z/v3111/8+eefBAUFkZSURMWKFWnXrh0ffvghpUuXNnrs3bt32bdvnzLNMioqCo1Gg7u7Ow0bNqRnz568+uqrJn+mvLy8APj4448ZNWoUV69eZeXKlZw+fZrIyEhcXFx47rnnGDx4ME2bNjX7mvfs2cPmzZu5fPkyycnJlC9fnlatWvHee+9RvXp1Bg4cyOnTp2natClr1qwx2k5CQgIbNmzg8OHD3Lp1i7i4OFxcXPD09KRz587069fPZEITIUTekuBJCCFEnjpz5gwff/wxsbGxes9HRkbi5+eHn58fa9euZeHChbi6uhps4+bNm7z//vuEh4crzyUnJxMQEEBAQAB///03U6ZMyZX+qtVq5bGdnV2utKkrLS2Nb775hh07dug9n5qaSmBgIIGBgaxdu5YpU6bw2muv5egcycnJjBw5kmPHjuk9HxwcTHBwMDt27OC3334z2cbWrVuVkbd+/fpRvHjxHPXFkNTUVIYNG8Y///yj9/zt27dZtWoVe/fu5Y8//jCYcOLu3bt06tTJYLsPHjzgwYMHHDx4kDZt2vDLL7/g7Oxstj8bN25k6tSpetc+OjoaPz8/Dh8+zKRJk4yubUtPT+fzzz9n9+7des/fuXOHdevWsX37dn755RezfYCsgHrs2LFER0frPR8dHc3Jkyc5efIka9euZfHixVStWtWiNoUQuUuCJyGEEHkmMDCQoUOHkpKSgo2NDX369MHHxwdXV1dCQkJYvXo1Fy5c4L///mPo0KGsX78elUql10Z8fDyDBw9WAqcOHTrQt29fKlasSEREBH/99Rd79+5l8uTJT9xftVrN+fPngazRlrxI9qAbOFWrVo2hQ4dSr149UlJS+Oeff1i1ahWpqamMHz9eSW5hrS+//FIJnGrXrs3gwYPx9PQkMTGRQ4cOsW7dOj755BOSk5ONtnH69Gnlcbt27azugykTJkzg3LlzdOvWDR8fHypWrEhMTAxbtmxhz549hIeH88033xgcocnMzESlUtGyZUtatGhBnTp1cHV1JT4+nrt377J582bOnz/P0aNHmTp1KtOnTzfZl2PHjnHhwgVq1KjBwIEDqV+/PpCVkn7x4sUkJiYybdo0mjdvTo0aNbIdP2PGDCVwqly5MkOHDqVhw4akpaVx6tQpli9fzrhx43BzczPZj1OnTjFs2DDUajUlS5bknXfeoVGjRlSoUIH4+HiOHj3KunXruHHjBkOHDuXPP/+kRIkSlr7lQohcIsGTEEKIPDNp0iRSUlIAmDlzJr169VK2NWzYkK5duzJmzBj27dtHQEAAa9asYfDgwXptLFiwQMmUN2zYMD777DNlW4MGDWjfvj1Llizh559/fuL+btq0SfnWv1u3bmb3f/jwIYGBgUa3FytWTG+EwN/fXwmcGjRowOrVq/VugJs2bUqHDh147733SElJYeLEibRq1QonJyeLX8PRo0eV6Xbe3t6sXLlS7/iXX36Z1q1b8+GHH5KRkWG0natXrwJga2urBBS55ezZs0ybNo2+ffvqPd+qVSscHBzYvn07p0+f5tq1a9StW1dvn7Jly+Lr60v58uWztdusWTP69evH/Pnz+fXXX9m2bRvDhw+nevXqRvty7tw5WrVqxcKFC3F0dFSef+6552jUqBHvvfcearWaDRs28NVXX+kde+3aNf744w8AatWqxfr16/UC7hdffJEuXbrw1ltvERISYrQPycnJjBs3DrVajbe3N0uWLMkWuDdv3hwfHx8GDhxISEgIK1askGyGQuQDSRghhBAiTwQEBHDu3DkAOnfurBc4adnZ2TF16lTlRnHNmjV6SRrS0tLYunUrkDVKM3r0aIPn+uCDD7LdZFvr1q1bSgDm4uLCBx98YPaY9evX06NHD6P/ff3113r7646kTJs2zeDIgbe3N8OGDQOypmv9/fffVr2OdevWAVnJG6ZNm2Yw8GrdujX9+vUz2kZCQoIyhc3FxSXX19h06tQpW+Ckpfu+nzlzJtt2Z2dng4GTrhEjRuDm5oZGo+HQoUMm93V0dGTmzJl6gZNW8+bNadSokdG+bNiwQfl5nTx5ssGRylq1ajFixAiTfdi6dSuRkZHY2dkxa9YsoyOejRo1UqYPbtmyxWSbQoi8IcGTEEKIPHH8+HHl8RtvvGF0v1KlStGlSxcA7t27R3BwsLLt0qVLPHr0CIAePXpgb294woSNjU2O1wdBVkKLESNGkJCQAGRlmTOVsCAn0tPTlalw3t7eJoM93fdL9300JyMjg1OnTgHw/PPPU7NmTaP7mgqeEhMTlcfGshM+iZ49exrdVrt2bWWd0t27d822lZ6eTnh4ODdv3lTWjN28eZMKFSoA/xtBM6ZFixaUKVPG6HZt1kBDfTlx4gSQNV2vWbNmRtt47bXXTCav8PX1BbJGY82tZXrppZeArPVd2kyIQoinR6btCSGEyBO609maNGlicl9vb282btyoHKe96Q8KClL20Y4AGGNuuzEpKSl89NFHStA2ePBgunfvbtGx2kxtlrh79y5JSUlA1pQwU8qVK0flypUJCwszOS3Q1DnMpQqvX78+KpVKL0mClm5yCFPronKqVq1aJreXKlWKpKQkJZh9XHp6Ops3b2b79u1cvnyZtLQ0o23FxMSYPJepAFPbFyBbX9LS0rh9+zaQFfSY4ubmRpUqVYwGgwEBAQBcuHBByQJoicjISCpWrGjx/kKIJyfBkxBCiDyhza7n6OhodmG77jf/uln5tKNOgNmRoJykFE9LS2PkyJH8+++/ALz55pt8+eWXVrdjCWteC2St7QkLC8uWpdAU3X3NncPe3h5XV1ciIyOzbStRooQSWMXHx5OWlparU/fMreGytc2aGJOZmZlt26NHjxgyZIgScJijXXNnjLmRNWN9efTokTJlz5KfvdKlSxsMntRqNXFxcWaPN8TcaxNC5D4JnoQQQuQpc/WbAL11Tpbsb64NS6jVakaPHo2/vz8AvXr14rvvvsvRua1l7XuSV0ydo27dugQEBJCZmcmVK1fMjh4+LT/88IMSOGkzL3p5eVGmTBkcHR2VYKd///5KUPwsMPZe6wZl7dq1Y9y4cRa3WaVKlSfulxDCOhI8CSGEyBPamk0pKSkkJCSYHH16+PCh8lh3sbzuY919DDE3PUtXRkYG48aNU9aadO7cmenTp+c4cLOEbg2rqKgos/tr9zFW+8rcOcy9X+np6XqjYY9r2rSpEqT4+fk9E8FTQkKCkha8e/fu/PTTT0b3zelojqVKlSqFjY0NGo0mW10mQ4zt4+joiLOzM0lJScTGxuLp6ZnbXRVC5CJJGCGEECJP6K7d0NZOMkable/x4+rUqaM8vnTpksk2zG3XyszM5IsvvlDSebdv356ffvopTwri6qpataqSCOHChQsm942IiCAsLAzAqjUwuue4ePGiyX2vXLlicL2TVt++fZVg8s8//9RLIpFfQkJClD77+PgY3S8xMZFbt27laV8cHByUFOjmfvZiY2MJDQ01ul2bCv7SpUtWfQkghHj6JHgSQgiRJ1q0aKE83rx5s9H94uLi2Lt3L5CVtUy3EGnDhg2V0ae///6b9PR0g21oNBq2b99utk8ajYavv/5aSf/dsmVL5s2bl60wb16ws7NTMrKdP39eLxnG4zZt2qQ81n0frTnH2bNnTQYQ5lJd16pVi1dffRXISkzw/fffW9yPhw8fcvToUYv3t5RuXarU1FSj+23evNnoz0puat68OQBhYWF6RYUf99dff5mcIqkthJyens7y5ctzt5NCiFwlwZMQQog80bBhQ7y9vQHYu3cvu3btyrZPZmYmkyZNUqaPDRw4UG+7g4MDffr0AbJGHebPn2/wXEuXLuXKlStm+zR58mS2bdsGZE1LW7hwYa7XMDJF+/o0Gg1fffWVwdGcixcvsnTpUiAryYAlxXp1aesAaQNFQ0kF/P39LaoT9O233yrZ3LZu3cr48eOJj483ur9Go2H37t307t3b7OhaTlSrVk1Z07R161aDAcm5c+eYO3durp/bkLfeeksZnZsyZYrBqYK3bt1i4cKFJtt58803KVu2LJD1s7xz506T+9+9e9fsPkKIvCFrnoQQQuSZKVOm0K9fP1JTU/nss884efIkXbp0wdXVlZCQENasWaNM2WvUqFG24Alg5MiR7NmzhwcPHrB48WKCgoLo168fFSpUICIigu3bt7N7926aNGmiTA80tHZp5syZSjr0ypUrM27cOO7cuWOy/1WqVFGmweWGli1b0qtXL7Zv305AQAB9+vRhyJAh1K1bl9TUVPz9/Vm5cqUS8EyZMsVsZrrHtWnThs6dO7Nv3z7OnTtH3759GTJkCJ6eniQmJnLo0CHWrl1LxYoVSUpKMrlex93dnSVLljB8+HDu3bvHtm3b8PPzo0ePHjRt2pRy5cphZ2dHVFQU58+f58CBA9y8efOJ3iNT3NzcaNu2LX5+fvzzzz8MHjyYt956i8qVK/Po0SP8/PzYsGEDJUqUoHz58oSEhORZXyArqcaAAQNYs2YNQUFB9O7dm6FDh9KgQQPUajWnT59m2bJl2Nra4uHhYbQ/zs7OzJ07l/feew+1Ws1nn33Gjh076NatGzVq1MDe3p6YmBiuXbvG0aNHOXPmDK+88go9evTI09cnhMhOgichhBB5xtPTk2XLlvHxxx8TGxvLpk2b9Kakab3wwgssWLDAYBFcFxcXli9fzvvvv094eDi+vr5Koget5557jsmTJ9O7d28gaxH+47RrnCBrmtWbb75ptv+rV682Wfw0J77//nsyMzPZuXMnISEhTJw4Mds+jo6OTJkyRZnOZa2ZM2cSHx/P8ePHuXHjBl999ZXe9jJlyjB//nw+/vhjs215eXmxefNmfvjhB/bs2UNsbCxr1qxhzZo1Bve3sbGhS5cuyohhbvvuu+8IDAwkLCyM48ePZysi7Orqyvz585k3b16eB08A48eP5+HDh+zevZvQ0FC+/fZbve3Fixdn7ty5LFq0iJCQEIM/mwAvvvgif/zxB2PHjiUsLIyjR4+anPpoLv2/ECJvSPAkhBAiT7300kscOHCAP/74Az8/P27fvk1SUhKurq40bNiQ7t27061bN5OZ7mrVqsWuXbtYtmwZBw4cIDQ0VFmw3717d9555x1u3Lih7P8s31g6ODgwe/Zs+vbty5YtWzh79ixRUVGoVCoqV65Mq1atGDhwIJUqVcrxOYoVK8by5cv5888/2bp1K4GBgaSnp1OhQgXat2/P4MGDlWlilihTpgxz5sxh5MiR7N27lxMnThAaGqokN3B1daVOnTq89NJLdO/ePU9TaJcvX55t27axdOlSDh48SGhoKCqViooVK9KuXTsGDRpE+fLl8+z8j7O3t2fOnDm8+uqrbNq0iStXrpCcnEy5cuVo1aoV77//PtWrV+fHH38Esr4MMKZJkybs3buXHTt2cOjQIS5fvkxMTAyZmZm4urpSvXp1vL29adeuHS+++OLTeolCCB02mqdRSEIIIYTIY3/99ZdS4PbgwYNUrVo1n3skRJa0tDRefPFFUlNTGTFiBJ9++ml+d0kIkUOSMEIIIUShoF1AX6ZMGQmcxDNl//79SnbAZ6FelhAi5yR4EkII8cy7c+cOmZmZRrevXbsWf39/AGXdkxBPQ2xsrMnaTLdv32bGjBkAylQ+IUTBJWuehBBCPPOWLl3KiRMn8PHxoUmTJpQrV4709HSCg4PZtWuXsrC+XLlyDBs2LJ97K4qSkJAQ3n//fTp16kTLli3x8PDAwcGByMhITpw4waZNm5SU9F999VWeF2MWQuQtCZ6EEEIUCHfu3GHx4sVGt1eqVIklS5YoRXWFeFqSkpLYsWMHO3bsMLjdzs6OL774Ah8fn6fcMyFEbpOEEUIIIZ55t2/fZv/+/Zw4cYK7d+8SHR1NamoqJUuWxNPTkw4dOvDGG29YXRNJiCeVnJzMgQMH8Pf358qVK0RHR/Po0SOKFStGxYoVadasGf3796dGjRr53VUhRC6Q4EkIIYQQQgghLCAJI4QQQgghhBDCAhI8CSGEEEIIIYQFJHgSQgghhBBCCAtI8CSEEEIIIYQQFpDgSQghhBBCCCEsIMGTEEIIIYQQQlhAgichhBBCCCGEsIAET0IIIYQQQghhgf8DTwp7cbTAqqkAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 835x835 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure( figsize=(8.35,8.35) )\n",
    "\n",
    "ax = fig.add_subplot(1,1,1)\n",
    "res_keys = [k for k in res_dict.keys() if ('greaterAbs' in k) and ('_0_' in k)]\n",
    "diff_genes = dict()\n",
    "\n",
    "diff_df = []\n",
    "for rk in res_keys:\n",
    "    diff_df.append(res_dict[rk].loc[hkg_kidney_ref,['log2FoldChange','-log10padj']])\n",
    "    diff_df[-1]['Contrast'] = rk.split('_',4)[-1]\n",
    "    diff_df[-1]['sig_pv'] = np.where(diff_df[-1]['-log10padj'].values>=-np.log10(0.05), 0, 1)\n",
    "    diff_df[-1]['color_pv'] = np.where(diff_df[-1]['-log10padj'].values>=-np.log10(0.05), 'green', 'red')\n",
    "diff_df = pd.concat(diff_df).reset_index()\n",
    "\n",
    "order = [t.get_text() for t in g.ax_heatmap.get_yticklabels()]\n",
    "sns.stripplot(hue='Contrast',x='sig_pv', y='index', order=order, palette=['black','black','black'], marker='$*$',edgecolor='black', alpha=0.95, dodge=True, data=diff_df[diff_df.sig_pv==0], ax=ax)\n",
    "sns.barplot(hue='Contrast',x='log2FoldChange', y='index', order=order, palette=Okabe_Ito[1:4], edgecolor='gray', alpha=0.5, data=diff_df, ax=ax)\n",
    "\n",
    "handles, labels = ax.get_legend_handles_labels()#[::-1]\n",
    "new_labels = []\n",
    "new_handles = []\n",
    "for l in labels:\n",
    "    new_labels.append(l.replace('_', ' ').replace('w','wk').replace('m','mo'))\n",
    "handles = handles[3:]\n",
    "new_labels = new_labels[3:]\n",
    "handles.append(collections.AsteriskPolygonCollection(numsides=6, color='black', sizes=(50,50)))\n",
    "new_labels.append('p-adj ≤ 0.05')\n",
    "ax.legend(handles=handles, labels=new_labels, loc='lower right')#, fontsize=22)\n",
    "ax.set_ylabel('Usual housekeeping genes')\n",
    "\n",
    "for label in ax.get_yticklabels():\n",
    "    label.set_fontstyle('italic')\n",
    "\n",
    "fig.savefig('./draft/FIG1A_barplot_usual_lfc_timepoint.pdf', bbox_inches='tight', format='pdf', dpi=300)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a11c714d-5e40-4ab6-9741-ba3c64e37cbb",
   "metadata": {},
   "source": [
    "## R Script to calculate DEG GSE120649 (16 rejection, ABMR and TCMR)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0a772fe2-65c4-42aa-98b4-6c9e002d3077",
   "metadata": {},
   "outputs": [],
   "source": [
    "# %%R\n",
    "# library(\"tximport\")\n",
    "# library(\"readr\")\n",
    "# library(\"DESeq2\")\n",
    "\n",
    "# metadata = read.csv('./posttransplant_PRJNA493832_GSE120649/metadata/metadata.csv')\n",
    "# metadata$Groups = as.factor(c(17, 17, 15, 15, 16, 16, 15, 17, 16, 15, 17, 16, 15, 15, 16, 15)) # From clustering \n",
    "# metadata$diagnosis = as.factor(metadata$diagnosis)\n",
    "\n",
    "# dir = './posttransplant_PRJNA493832_GSE120649/trimmed_salmon_quant'\n",
    "# library = 'PAIRED'\n",
    "\n",
    "# altHypothesis = 'greaterAbs'\n",
    "# lfcThreshold = 0\n",
    "\n",
    "# samples = metadata$Run\n",
    "# files = file.path(dir, samples, \"quant.sf\")\n",
    "# tx2gene = read_csv(file.path('./', 'gene_id2gene_nameWgene_lenght_biotype_gencode.v44.annotation.csv'))\n",
    "\n",
    "# txi = tximport::tximport(files, type=\"salmon\", tx2gene=tx2gene)\n",
    "\n",
    "# # Get only protein_coding genes\n",
    "# pc = tx2gene[tx2gene$Gene_type=='protein_coding',]$Gene_name\n",
    "# txi$counts = txi$counts[rownames(txi$counts) %in% pc,]\n",
    "# txi$abundance = txi$abundance[rownames(txi$abundance) %in% pc,] \n",
    "# txi$length = txi$length[rownames(txi$length) %in% pc,] \n",
    "\n",
    "# ddsTxi <- DESeq2::DESeqDataSetFromTximport(txi,\n",
    "#                                            colData = metadata,\n",
    "#                                            design = ~ diagnosis+Groups) #\n",
    "# dds = DESeq2::DESeq(ddsTxi)\n",
    "# colnames(dds) = samples\n",
    "\n",
    "# cond1 = \"Normal\"\n",
    "# for (cond2 in c('ABMR','TCMR')){\n",
    "#   res = DESeq2::results(dds, lfcThreshold=lfcThreshold, altHypothesis=altHypothesis,\n",
    "#                         contrast=c(\"timeOfBloodDraw\",cond1, cond2)) #\n",
    "  \n",
    "#   vsd = vst(dds, blind=FALSE)\n",
    "#   f = paste0('./posttransplant_PRJNA493832_GSE120649/hkg/,library,'_',altHypothesis,'_',lfcThreshold,'_',cond1,'_vs_',cond2,'_') \n",
    "#   write.csv(res[order(res$padj),], file = paste0(f,'res.csv'), quote = FALSE)\n",
    "# }\n",
    "# f = paste0('./posttransplant_PRJNA493832_GSE120649/hkg/all_factors_') \n",
    "# write.csv(assay(vsd), file = paste0(f,'vsd.csv'), quote = FALSE)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "0bced121-9bf2-4039-aa8a-3bfd5810c1ca",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/mnt/d/hkg_wsl_env/lib/python3.12/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log10\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/mnt/d/hkg_wsl_env/lib/python3.12/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log10\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n"
     ]
    }
   ],
   "source": [
    "path = './posttransplant_PRJNA493832_GSE120649/hkg/'\n",
    "res_dict = {f.replace('_res.csv',''):pd.read_csv( os.path.join(path,f), index_col=0 ) for f in os.listdir(path) if f.startswith('PAIRED_greaterAbs') and f.endswith('res.csv')}\n",
    "for res in res_dict.values():\n",
    "    res['log10baseMean'] = np.log10(res.baseMean)\n",
    "    res['-log10padj'] = -np.log10(res.padj)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "35d4fa2c-ac6a-4bd9-af20-541b6eab7123",
   "metadata": {},
   "source": [
    "## Fig 2B: Clustermap"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "09113a95-e639-4c07-986d-daa1440a3e8e",
   "metadata": {},
   "outputs": [
    {
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      "text/plain": [
       "<Figure size 1670x835 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_vsd = pd.read_csv('./posttransplant_PRJNA493832_GSE120649/hkg/PAIRED_greaterAbs_0_Normal_vs_ABMR_vsd.csv', index_col=0).loc[hkg_kidney_ref,:]\n",
    "df_meta_cl = pd.read_csv('./posttransplant_PRJNA493832_GSE120649/metadata/metadata.csv')[['Run','diagnosis']].set_index('Run').loc[df_vsd.columns,:]\n",
    "df_meta_list = []\n",
    "for tp in ['Normal','ABMR','TCMR']:\n",
    "    aux = df_meta_cl[df_meta_cl.diagnosis==tp]\n",
    "    Z = sch.linkage(df_vsd.loc[:,aux.index].T, 'ward')    \n",
    "    aux = [aux.index[int(l)] for l in sch.dendrogram(Z, no_plot=True)['ivl']]\n",
    "    df_meta_list.append(df_meta_cl.loc[aux,:])\n",
    "    del(Z)\n",
    "Run_order = pd.concat(df_meta_list).index\n",
    "\n",
    "df_meta_cl['diagnosis'] = df_meta_cl.diagnosis.map(dict(zip(['Normal','ABMR','TCMR'],['#003375', '#fca082', '#e32f27'])))#\n",
    "df_meta_cl.columns = ['Time Point']\n",
    "df_meta_cl = df_meta_cl.loc[Run_order,:]\n",
    "df_vsd = pd.read_csv('./posttransplant_PRJNA493832_GSE120649/hkg/PAIRED_greaterAbs_0_Normal_vs_ABMR_vsd.csv', index_col=0).loc[hkg_kidney_ref,Run_order]\n",
    "sns.set_theme(style=\"whitegrid\", font_scale=1.7)\n",
    "g = sns.clustermap(df_vsd, z_score=0, cmap='bwr',#'seismic',#\n",
    "                   col_colors=df_meta_cl, col_cluster=False, method='ward',tree_kws={'lw':2},\n",
    "                   dendrogram_ratio=.1, cbar_pos=(1.0, 0.8, 0.1, 0.025), figsize=(16.7,8.35),yticklabels=1,cbar_kws={\"orientation\": \"horizontal\"}) \n",
    "g.ax_heatmap.axvline(6, lw=1, color='black', ls='--')\n",
    "g.ax_heatmap.axvline(12, lw=1, color='black', ls='--')\n",
    "# g.ax_heatmap.axvline(81, lw=1, color='black', ls='--')\n",
    "g.ax_heatmap.set_xticklabels([])\n",
    "for label in g.ax_heatmap.get_yticklabels():\n",
    "    # label.set_fontsize(8)#, style='italic')\n",
    "    label.set_fontstyle('italic')\n",
    "g.ax_heatmap.set_xlabel('Samples')\n",
    "g.ax_cbar.set_title('z_score')\n",
    "legend_TP = [mpatches.Patch(color=c, label=l) for l,c in zip(['Normal','ABMR','TCMR'],['#003375', '#fca082', '#e32f27'])]\n",
    "l2=g.ax_heatmap.legend(loc='center left',bbox_to_anchor=(1.12,.45),handles=legend_TP,frameon=False)\n",
    "l2.set_title(title='Time Point')\n",
    "\n",
    "\n",
    "g.savefig('./draft/FIG1C_heatmap_usual_hkg_ABMR_TCMR.pdf', bbox_inches='tight', format='pdf', dpi=300)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "a2d69b5b-8152-4f8e-9e74-13af98348952",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 835x835 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure( figsize=(8.35,8.35) )\n",
    "ax = fig.add_subplot(1,1,1)\n",
    "res_keys = [k for k in res_dict.keys() if ('greaterAbs_0_' in k) and ('_Normal_' in k)]\n",
    "diff_genes = dict()\n",
    "\n",
    "diff_df = []\n",
    "for rk in res_keys:\n",
    "    diff_df.append(res_dict[rk].loc[hkg_kidney_ref,['log2FoldChange','-log10padj']])\n",
    "    diff_df[-1]['Contrast'] = rk.split('_',4)[-1]\n",
    "    diff_df[-1]['sig_pv'] = np.where(diff_df[-1]['-log10padj'].values>=-np.log10(0.1), 0, 1)\n",
    "    diff_df[-1]['aux_pv'] = 0\n",
    "diff_df = pd.concat(diff_df).reset_index()\n",
    "\n",
    "order = [t.get_text() for t in g.ax_heatmap.get_yticklabels()]\n",
    "\n",
    "sns.barplot(hue='Contrast',x='log2FoldChange', y='index', order=order, palette=['#fca082', '#e32f27'], edgecolor='gray', alpha=0.9, data=diff_df, ax=ax)\n",
    "handles, labels = ax.get_legend_handles_labels()\n",
    "new_labels = []\n",
    "for l in labels:\n",
    "    new_labels.append('non-rejection ' + l.replace('_', ' '))\n",
    "handles.append(collections.AsteriskPolygonCollection(numsides=6, color='black', sizes=(50,50)))\n",
    "new_labels.append('p-adj ≤ 0.05')\n",
    "ax.legend(handles=handles, labels=new_labels, loc='lower left')\n",
    "ax.set_ylabel('Usual housekeeping genes')\n",
    "ax.set_xlim([-1,1])\n",
    "ax.set_xticks([-1,-.5,0,.5,1])\n",
    "ax.set_xticklabels([-1,-.5,0,.5,1])\n",
    "\n",
    "for label in ax.get_yticklabels():\n",
    "    label.set_fontstyle('italic')\n",
    "\n",
    "fig.savefig('./draft/FIG1D_barplot_usual_lfc_ABMR_TCMR.pdf', bbox_inches='tight', format='pdf', dpi=300)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3c81b7dc-2ba7-43da-ac7e-23099d5ce426",
   "metadata": {},
   "source": [
    "# Discovery hkg are based on RNAseq:\n",
    "\n",
    "- GSE175718 (384)\n",
    "- GSE120649 (16)\n",
    "- GSE112927 (235 pre)\n",
    "- GSE86884 (96 nr)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "becd9f49-09d3-4802-a414-f43a283f704c",
   "metadata": {},
   "source": [
    "# Calculating equivalent genes from study GSE86884 with DESeq2"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7c26777d-1ac1-4585-ab15-6deb258e50c7",
   "metadata": {},
   "source": [
    "## R Scritp to equivalent genes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c2b7e9a1-a12f-42bc-9743-0ae8e8e07251",
   "metadata": {},
   "outputs": [],
   "source": [
    "# %%R Script\n",
    "# library(\"tximport\")\n",
    "# library(\"readr\")\n",
    "# library(\"DESeq2\")\n",
    "\n",
    "# dir_0 = 'pre_posttransplant_PRJNA342822_GSE86884'\n",
    "# dir = paste0('./',dir_0,'/trimmed_salmon_quant')\n",
    "# metadata = read.csv(paste0('D:/',dir_0,'/metadata/metadata.csv'))\n",
    "# metadata$timeOfBloodDraw = as.factor(metadata$timeOfBloodDraw)\n",
    "# metadata$gender = as.factor(metadata$gender)\n",
    "# metadata$age_bins = as.factor(metadata$age_bins)\n",
    "\n",
    "# tx2gene = read_csv('./gene_id2gene_nameWgene_lenght_biotype_gencode.v44.annotation.csv')\n",
    "\n",
    "# samples = metadata$Run\n",
    "# files = file.path(dir, samples, \"quant.sf\")\n",
    "# length(files)\n",
    "# txi = tximport(files, type=\"salmon\", tx2gene=tx2gene)\n",
    "\n",
    "# # Get only protein_coding genes\n",
    "# pc = tx2gene[tx2gene$Gene_type=='protein_coding',]$Gene_name\n",
    "# txi$counts = txi$counts[rownames(txi$counts) %in% pc,]\n",
    "# txi$abundance = txi$abundance[rownames(txi$abundance) %in% pc,] \n",
    "# txi$length = txi$length[rownames(txi$length) %in% pc,] \n",
    "\n",
    "# ddsTxi <- DESeq2::DESeqDataSetFromTximport(txi,\n",
    "#                                            colData = metadata,\n",
    "#                                            design = ~timeOfBloodDraw+gender+race+age_bins)\n",
    "\n",
    "# dds = DESeq2::DESeq(ddsTxi)\n",
    "# colnames(dds) = samples\n",
    "\n",
    "# altHypothesis = 'lessAbs'\n",
    "# lfcThreshold = 0.5\n",
    "# cond1 = \"pre\"\n",
    "\n",
    "# for (cond2 in c('1w','3m', '6m')){\n",
    "#   res = DESeq2::results(dds, lfcThreshold=lfcThreshold, altHypothesis=altHypothesis,\n",
    "#                         contrast=c(\"timeOfBloodDraw\",cond1, cond2)) #\n",
    "  \n",
    "#   vsd = vst(dds, blind=FALSE)\n",
    "#   f = paste0('./pre_posttransplant_PRJNA342822_GSE86884/hkg/all_factors_',altHypothesis,'_',lfcThreshold,'_',cond1,'_vs_',cond2,'_') \n",
    "#   write.csv(res[order(res$padj),], file = paste0(f,'res.csv'), quote = FALSE)\n",
    "# }\n",
    "# f = paste0('./pre_posttransplant_PRJNA342822_GSE86884/hkg/all_factors_') \n",
    "# write.csv(assay(vsd), file = paste0(f,'pre_pos_vsd.csv'), quote = FALSE)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0d40b16f-56d7-4286-8de6-b807eb90eaa9",
   "metadata": {},
   "source": [
    "## Fig 2-ABC: Equivalent Genes from GSE86884 study"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "54575836-d24a-466e-ae00-69c14b89cf2b",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/mnt/d/hkg_wsl_env/lib/python3.12/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log10\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/mnt/d/hkg_wsl_env/lib/python3.12/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log10\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/mnt/d/hkg_wsl_env/lib/python3.12/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log10\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/mnt/d/hkg_wsl_env/lib/python3.12/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log10\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/mnt/d/hkg_wsl_env/lib/python3.12/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log10\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
      "/mnt/d/hkg_wsl_env/lib/python3.12/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log10\n",
      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n"
     ]
    }
   ],
   "source": [
    "path = './pre_posttransplant_PRJNA342822_GSE86884/hkg/'\n",
    "res_dict = {f.replace('_res.csv',''):pd.read_csv( os.path.join(path,f), index_col=0 ) for f in os.listdir(path) if f.startswith('all_factors') and f.endswith('res.csv')}\n",
    "for res in res_dict.values():\n",
    "    res['log10baseMean'] = np.log10(res.baseMean)\n",
    "    res['-log10padj'] = -np.log10(res.padj)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "61a1c5e7-7a1e-4f8b-92f5-b7d56cf3f3cd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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r1KljeRwfH68GDRqUuB6z2azU1NQS719dpKWl5fkbjoF+qXgZGRnKzs6WyWSSyWTKt91sNlv+trYdBXvjjTe0bNkyde7cWXPmzNH27ds1Z84c7d+/X8nJyfL391f//v31xBNPyNPTs9jHvbZP0tLStGHDBm3atElHjx7VxYsXlZSUJF9fXwUGBmrIkCHq3bt3kcf86aef9NNPP+n48eNydnZW8+bN9cADD2jo0KHKzs7Oc87cduzYoX/84x+SpP/973/y9/e34V0qmSNHjuiPP/7QH3/8IRcXF82aNcum/dPS0rR9+3ZJ0l133SWDwWD1+7tPnz46cOCAtm3bpuTk5EL76dp+2bhxo+W5Pn36WD3+jTfeqKZNmyo6OlobNmxQ375982zPed9zHlemf4Mmk0nZ2dlKS0vL8zoKYzabZTAYyrmyqocsWjmReRwT/WIfheVRsmjJlVcWlfL2S3JyMlmULOpwyKIVy5HyKFm0+Mg9joc+sQ/GRssHWbT8kEUrB/IoAAAAqiomltpg1qxZluUiHn74YbVq1SrP9pxBoMKWcJCuLOOQo7SDn5mZmTp48GCpjlGdREVF2bsEWEG/VCwXFxdlZGQU2qao7cgvZ7ArOztbc+bM0eTJky0DapJ04sQJff7551q7dq2++eYb1a5d26bj5/TJJ598oh9++CHf9piYGG3cuFEbN27UwIED9e6771odmMrMzNSrr76q33//Pc/zf/31l/766y9t2bJFTZo0kXRlcCs9PT1PO6PRmKema7eXhZSUFIWHh2vLli3aunVrnjvYdOzY0eZzHjhwwFJ3mzZtCty/devWkq68xoMHD1qu1C9MTr9ERERIuvLvq3nz5gWeo23btoqOjlZkZGSx3tvMzEy5uroWWYe9ZWRkKCsrSydOnLBpPzc3t3KqqGoii1Z+ZB7HRL9UvKLyKFnUduWdRaUr/UIWJYs6IrJoxXG0PEoWtR25x/HQJxWPsdGyRxYtO2TRypdFJfIoAAAAqi4mlhbTpk2bNHXqVElXrqx79dVX87XJ+Y9yUVeY5f4PdWmvRnN1dVWLFi1KdYzqIC0tTVFRUQoICLD5iliUH/ql4mVkZOjvv/+Wu7t7nl/k5DCbzcrIyJC7u3uFXC2bnZ2twxcOKzkjWd7u3mrVoJWcnJzK/bzlwdnZWZJ0+vRpffLJJ2rXrp1efPFFtWzZUvHx8fr55581Z84cnThxQm+88YZCQ0OLddxr+6RmzZrq16+fevbsqYCAAMudXc6ePasVK1bo559/1urVq9WuXTuNGDEi3/FmzJhhGTzt27evnnjiCV1//fX6+++/NXfuXK1YscJytb3BYMj3fZJ7sKug76OSOHr0qDZt2qTNmzdr9+7dysrKsmxzcnJSUFCQ7rzzTvXq1cvmc549e9byuFmzZgXu37x58zz7dOjQocBjXtsvp0+fliTVq1dPNWvWLHC/pk2bSrryfeLm5pbn+z33e/vSSy/p5MmTMhqN8vT0VJs2bdSvXz89+OCDZfaelzUXFxc1adKkyF8i5zh27Fg5V1S1kEUrNzKPY6Jf7KOwPEoWLbnyyqJS3n4hi5JFyaLVlyPmUbJo8ZF7HA99Yh+ONDZKFi0esihZtDJkUYk8CgAAgKqJiaXFEBERoRdffFEmk0mNGjXSN998Y3Wwx8vLS5KKvGIw99WupR00MhgMlvOiaJ6enrxfDoh+qThOTk5ycnKSs7OzZcAvt5yryw0Gg9XtZcWUbdLinYs1d9tcJRuTJbMkg+Tt5q2QbiEa1nlYpRtIzRlsvnjxotq2bas5c+ZYBrr8/Pw0ceJE1alTR5988onCw8P1xx9/qEePHkUe99o+GT9+vNV2jRo1UqdOndS2bVtNmjRJoaGhGjlyZJ5B8PPnz2vu3LmSpAEDBujTTz+1bKtbt64+/vhjubu768cff8xzztxy90vO91JJpKSkaNu2bdq0aZM2bdqkc+fO5dleu3Zt3XbbberevbvuuOOOEt3JIEdiYqLlsZ+fX4E1+/n55dmnsNd2bb9cvnxZ0pUlHQvbr27dupKuXIWfkZEhb29vy7bc7+3hw4ctj9PS0vTnn3/qzz//1KJFi/T555+rWbNmBZ7DHpydneXk5CRPT89iD/Cy1FPxkUWrDjKPY6JfKlZheZQsWnLllUWlvP1CFrUdWbT8kUXLn6PmUbKo7cg9joc+qViOMDZKFiWLkkWrVhaVyKMAAACouphYWoTjx4/rqaeeUmpqqurUqaPZs2erUaNGVtv6+vpKkpKSkpSVlSUXF+tv76VLlyyPS/MfQgCojLKzs/X6kte16cgm+Xr5ytfT17It05Spz8I+057Te/Th0A8r3SBqjgkTJlgdQBo1apTmz5+v8+fPa+nSpcUeQLXFoEGDNGnSJJ0/f14nT57Mc7X5ihUrZDKZ5OTkpIkTJ1rd/5VXXtGKFSvKbcmvbdu26csvv9Tu3buVmZlped5gMOimm25S9+7ddeedd6pdu3Zl1v85yzFKhS/JWJrlGEuy5GNKSkqeAVQXFxf169dPAwYMUMuWLdWoUSOZzWYdOXJECxcu1LJly3TixAmNHj1aS5culY+Pj001onIiiwJA2SKLkkXJoleQRVFc5FEAKDtkUbIoWfQKsigAAABQOTCxtBBnz57VqFGjFB8fL29vb82aNSvPf0SvFRAQIOnK1Xrnzp3T9ddfb7XdmTNnJF25ij9nqQ4AqC4W7VykTUc2qZ5PvXzbXJ1dVc+nnjYd2aTFuxbr4S4P26HC0vHy8lK3bt2sbnNxcVGPHj20cOFC7dmzp8TniI2N1cKFC7V582adPHlSycnJeZZIyhEVFZXncyvnnG3btlXDhg2tHrtWrVrq3LmzNm/eXOL6CrNr1y5t377d8nWNGjU0ZswY3X///XmujC9LJVlm0dYrxstiyceOHTuqY8eO+fZp37692rdvr+DgYL3zzjs6ffq0vv32W40bN86mGlH5kEUBoOyRRcmiZFHr5yCLwhryKACULbIoWZQsav0cZFEAAADAMVXOSx4rQFxcnEaNGqXz58/Lw8NDX375pdq2bVvoPoGBgZbHf/31V4HtIiIiJElt2rQpm2IBoJLIzs7W3G1z5evlW2g7Xy9fzdk2R9nZ2RVTWBkKCAgodMmfnAHNCxcuWAY9TSaTUlJSrP4xGo159t+xY4cGDhyoGTNmaM+ePUpISLA6eCpduUtMbmfPns1TQ1E1loeGDRvmWeowJSVFU6dO1ZNPPqmpU6dq165dBb6eksq9pFxhSzLm3mbrcowlWfLR1qXuHnvsMd18882SpNWrV9u0LyofsigAlD2yKFmULEoWRfGRRwGgbJFFyaJkUbIoAAAAUNlwx1IrkpKS9MQTTygqKkqurq6aPn26OnfuXOR+HTt2lLe3t5KTk7Vu3Trdc889+dpcunRJO3bskCTdddddZV47ADiywxcOK9mYnGeZJ2tcnV2VkJqgIxeOqHWj1hVTXBkpauAt96BZWlqafHx8tGvXLoWEhFhtP3jwYE2aNEmSlJiYqOeff16XL19WvXr1NGrUKHXq1EmNGjWSp6enDAaDzGaz5epuk8mU51g5yxLZUmNZe/DBBzVo0CDt2LFDmzZt0qZNmxQVFaWDBw/q4MGD+uqrr+Tj46Nbb71Vd955p+64445S38EmZzlGKe+Si9eKj4+3uo8t58h9DGtyzu/q6lqi97lHjx7au3evoqOjlZaWZvNALyoHsigAlA+yqO1ZdMiQIXr//fclkUVLiiyKyog8CgBljyxKFiWLkkUBAACAyoaJpdfIyMjQ008/rYMHD8rJyUmTJ09W9+7di7Wvm5ub7r//fs2ZM0fr169XRESEgoOD87SZOXOmMjMz5eHhocGDB5fDKwAAx5WcniyZi26XIyk9qehGDiZnkLIgqamplse2Dn6tW7dOCQkJcnZ21pw5c3TDDTfka5OYmFjg/jnns6XG8uDu7q477rhDd9xxh958802dOnVKmzZt0u+//64dO3YoKSlJ69at07p16yRJrVu31p133qk777xT7du3l4uLbfGlWbNmlsc5Sy5ak3tb7n2KIyAgQNu2bdPFixdlNBrl5uZW6DkCAgLk5GT7jePr1q1reZyYmMgAahVEFgWA8kMWLV0W/fXXX8miZFHLY7Jo1UUeBYDyQRYli0pk0Zz2ZFEAAACgcmBiaS4mk0njxo3Tzp07JUmvvfaaunfvrpSUFKvtnZyc8v3HZcyYMVq5cqXi4uL01FNP6c0331S3bt2UnJys77//XvPnz5ckjR49WvXq1SvfFwQADsbbw1syFL+9j4dP+RVTTqKiomQymQpc9unEiROSpAYNGlgGArt27arDhw9bbW8ymSzLCOW0admypdXBU0k6cuRIgbX5+/vr8OHDlhoKUtT2stakSRMNHz5cw4cPV0ZGhsLDwy1X7UdHR+vQoUM6dOiQvv76a912222aPXu2Tcdv0aKF3NzcZDQaFRERoQceeMBqu5ylGt3c3NSiRQubzpGzJGRWVpYiIyPVvn17q+1Ku+RjTEyM5XHNmjVLdAw4LrIoAJQvsqjtWVT6/7s9kUXJomTRqo88CgDlhyxKFrWGLFp8ZFEAAACg4jGxNJdz585pw4YNlq8/+OADffDBBwW29/f3z9NeunLF3H//+1+NHTtW8fHxevnll/Ptd9999+nZZ58tu8IBoJJo1aCVvN28lWnKlKuza4HtMk2Z8vbwVssGLSuwurKRmpqqbdu26fbbb8+3LSsrS7/99pskFTjAVhij0Sgp/1JOua1evbrAbe3bt9eGDRsUGRmp8+fPq2HDhvnaXL582fJLRHtwd3e3XIUvSdHR0fr999+1adMm7dixQ5mZmTYf08vLS126dNHmzZsVFhamSZMmWb26P+dOALfccovNV7x3797dsuTWunXrrPbv4cOHFRUVJankSz6GhYVJunJlP1flVz1kUQAoX2RRsmhRyKKFI4tWfeRRACg/ZFGyaFHIooUjiwIAAAAVz/a1BlCk9u3ba8WKFRo5cqSaNm0qd3d3+fr6qlu3bvr00081efJkGQw2XJoKAFWEk5OTQrqFKCE1odB2CakJGtltZImWxHEEU6dOVUZGRr7nQ0NDdf78eUnSkCFDbD5u48aNJUknT55UdHR0vu179+7V4sWLC9x/0KBBcnZ2VnZ2tj788EOrbaZMmWK1dntp2rSpQkJCNGvWLO3YsUNvvPFGiY7zyCOPSJJiY2M1d+7cfNvXrl2rAwcOSJIefvhhm49fv3599erVS5K0aNEinT17Nl+badOm5WubIzMzU3FxcYWeY9asWYqMjJQk3XPPPTbXiOqDLAoA1pFFyaK2Iov+P7IobEEeBYD8yKJkUVuRRf8fWRQAAACwD+5Ymkvjxo0LXXLDFg0aNNAbb7xR4v/oAUBVNazzMO05vUebjmySr5dvniv0M02ZSkhN0J0t79RDnR6yY5UlV79+fR05ckQjR47UuHHj1KpVK8XHx+unn35SaGiopCtXfvfo0cPmY/fp00fTpk1TZmamnnrqKU2cOFGBgYFKT0/X+vXrNWPGDDVp0kTHjx+3un/Dhg01cuRIzZ49W2vWrFF2drZGjx6t66+/XufOnVNoaKiWL18uf39/qwOAZeHSpUuKj48v8f61atUq0X69e/dW165dFR4erilTpigtLU2DBw+Wi4uL1q9fr8mTJ0u6svzWtYObOVq1aiXpyuD3+++/n2/7hAkTtGXLFqWmpiokJET//Oc/1a5dO8XExOjLL7/Uxo0bJUkvvfSS3N3d8+yblpamnj17auDAgerRo4datWql2rVrKzMzU0eOHNHChQstdw4ICAjQ448/XqL3AY6NLAoA5Y8sWros+tlnn5FFS4AsisqCPAoA5YssShYli5JFAQAAgMqEiaUAgArl5OSkD4d+qEW7Fmnutrl5rtL39vDWuN7j9FCnhyrtVfkBAQEaM2aM3nvvPY0cOTLf9hYtWmjq1KklOnazZs30/PPP67PPPlNUVJTGjh2bZ3u9evU0ffp03X333QUeY8KECYqKitKGDRu0bt06y6BcjoEDB6p58+aaOXNmiWosyvz580t17C5dumjevHkl2vfTTz/V448/rkOHDmn69OmaPn16nu2tW7fWp59+WuLabrjhBk2ZMkUvv/yyzpw5k69/JGns2LEaPHiw1f3T09O1ZMkSLVmypMBztG3bVtOnT5e3t3eJ6wQAoDoji5Y8iwYEBJBFyaJkUQAASoEsShYliw62uj9ZFAAAAHBMTCwFAFQ4JycnPdLlEQ3rNExHLhxRUnqSfDx81LJBy0o7cJrb8OHD1axZM4WGhmr//v1KSUlR48aNNWDAAI0ePVqenp4lPvYzzzyj5s2ba+7cuTp48KDMZrMaNmyou+66S0888YT8/PwK3d/V1VWff/65fvzxR/344486duyYnJyc1Lx5c91///0aNmxYuQ2e2ludOnX0448/au7cuVq1apVl2aymTZvq7rvvVkhIiNzc3Ep1jt69e2vJkiWaPXu2tm7dqpiYGNWsWVPBwcEaMWKEbr31Vqv71ahRQx999JH+/PNP7d+/XzExMUpISJCTk5Pq1q2rtm3basCAAerbt69cXIhvAACUBlmULGoPZFEAACCRRcmi9kEWBQAAAFASBrPZbLZ3ESiZffv2SZKCgoLsXInjS01N1cGDB9WmTRt5eXnZuxxcRb9UvPT0dJ08eVLNmjWTh4dHvu0mk0np6eny8PCQs7OzHSqsvCZOnKilS5eW6spxaxytT8LDwxUSEiJJ2rhxo6677jo7V2QfjtYv9lbUzxZryDGVH31YfGQex0S/2Edhnxl8vpZceWVRybH6hSx6hSP1iSMgi1ZP9KFtyD2Ohz6xD8ZGywdZtHpxpD5xFORRAAAAVFWV//JHAABQYdLT0y2P+cUHAAAAKhJZFAAAAPZCFgUAAABQ3TCxFAAAFFtUVJQkydvbW76+vnatBQAAANULWRQAAAD2QhYFAAAAUN242LsAAADg2LKzs5WUlKRDhw5pzpw5kqSuXbvauSoAAABUB2RRAAAA2AtZFAAAAEB1xsRSAABQqMOHD2vw4MGWr11dXTV27Fj7FQQAAIBqgywKAAAAeyGLAgAAAKjOnOxdAAAAqBx8fHx0++23a+7cuQoODrZ3OQAAAKhGyKIAAACwF7IoAAAAgOqIO5YCAFAGPvzwQ3344Yf2LqNctGnTRocPH7Z3GQAAACgAWRQAAAD2QhYFAAAAgKqJO5YCAAAAAAAAAAAAAAAAAABAEhNLAQAAAAAAAAAAAAAAAAAAcBUTSwEAAAAAAAAAAAAAAAAAACCJiaUAAAAAAAAAAAAAAAAAAAC4iomlAAAAAAAAAAAAAAAAAAAAkMTEUgAAAAAAAAAAAAAAAAAAAFzFxFIAAAAAAAAAAAAAAAAAAABIYmIpAAAAAAAAAAAAAAAAAAAArmJiKQAAAAAAAAAAAAAAAAAAACQxsRQAAAAAAAAAAAAAAAAAAABXMbEUAAAAAAAAAAAAAAAAAAAAkphYCgAAAAAAAAAAAAAAAAAAgKuYWAoAACDpzJkzatWqlVq1aqXw8HCb9584caJatWqlnj17Fqv9iBEj1KpVK40YMSLftvDw8GLVkp6erscff9zSdurUqQW2jY+P15w5czRmzBj17NlT7du3V1BQkG677TYNHz5cH330kf7880+ZzeZi1Q8AAICyQxYliwIAANgLWZQsCgAAAFjjYu8CAAAAYLv09HQ9/fTT2rp1qyRp7NixGj9+fL52ZrNZs2bN0hdffKGUlJR822NjYxUbG6udO3dq9uzZatmypd544w1169at3F8DAAAAKieyKAAAAOyFLAoAAABUDCaWAgAAVDLp6ekaO3astm3bJkl6+umnNW7cuHztTCaTXnnlFa1atUqSVLduXT3yyCO69dZbdd1118nDw0NxcXHav3+/fv31V23YsEFHjhzRzz//zAAqAAAArCKLAgAAwF7IogAAAEDFYWIpAABAJZKenq4xY8Zo+/btkqRnn31WL7zwgtW2M2bMsAye9uzZU1OmTFGNGjXytKldu7ZatGihwYMH69ChQ3r77bfL9wUAAACg0iKLAgAAwF7IogAAAEDFYmIpAABAJZGWlqaxY8cWa/D0xIkT+uqrryRJgYGBmjFjhlxcCo9+rVu31rx58xQeHl62hQMAAKDSI4sCAADAXsiiAAAAQMVjYikAAGVg4sSJWrp0qbp06aJ58+Zp27Zt+u6777Rv3z4lJyfL399fAwcO1JNPPilPT898+585c0a9evWSJM2dO1dBQUGaPXu2fv31V505c0YpKSlatmyZ2rRpY9lnzZo1Wrp0qfbv36/ExETVrFlTQUFBGjp0qPr162e1zvDwcIWEhEiSwsLC5OHhoa+++kobN27UhQsXVLNmTXXt2lVjx45Vy5YtC33NERER+v7777Vz507FxsbKw8NDzZs3V//+/fXoo4/K3d3d6n5Go1ELFizQ2rVrdfz4caWkpMjHx0d16tRR69atdeedd+ruu++Wq6trvn1NJpOWL1+uVatW6eDBg0pMTJSPj4+CgoL0wAMPqG/fvoXWfODAAX311VfauXOnkpOT1aBBA/Xs2VNPPfVUofs5grS0NI0ZM8YyuPn888/rueeeK7B9aGiosrOzJUn//Oc/ixw8zeHi4qLbbrut9AUDAIAKUxFZ9Oeff1ZgYKBlH7IoWZQsCgAAJLIoWbT8kUUBAAAA+2BiKQAAZWz+/Pl69913ZTabLc+dOHFCM2fO1Nq1azVv3jzVqVOnwP3j4+N1//3368SJE1a3p6ena9y4cdq4cWOe5+Pi4vTbb7/pt99+U+/evTV16tQCBzEl6fTp03r11Vd18eJFy3OxsbFatWqVfv31V02bNk19+vSxuu/nn3+u6dOn53mNRqNRe/fu1d69e7Vo0SJ9++238vf3z7NfcnKyQkJCFBkZme81x8fH6/jx41q1apVuu+021atXL0+bixcvauzYsfn2vXTpkn7//Xf9/vvvGjhwoCZPnmx18HXFihV6/fXXlZWVZXnu1KlT+u6777RmzRp99NFHBb5X9paWlqannnpKO3bskCS98MILevbZZwvdJywsTJLUrFkztW/fvtxrBAAAjoEsShYta2RRAABQXGRRsmhZI4sCAAAA9uNk7wIAANWXyWTS1q1btXLlSm3dulUmk8neJZVaVFSUPvjgA918882aM2eOtm3bptWrV2vUqFFycnLSsWPHNH78+EKP8Z///Efnz5/Xyy+/rDVr1mjDhg2aO3eu6tevL0n617/+ZRk8vffee/Xzzz9r+/bt+vnnn3XPPfdIktavX6933nmn0PO8+eabSktL06RJk/T7779r8+bNmjJliho0aKDMzExNmDBBJ0+ezLffzz//rM8++0xms1mBgYGaPXu2tm3bpl9//VXPP/+8XF1ddfLkSY0ZM0YZGRl59v36668VGRkpFxcXPffcc1qxYoW2bdumDRs2aP78+Xr55Zd144035jtnWlqaRo0apcjISPn6+ur111/XmjVrtGPHDq1evVpjx46Vs7OzVq9eralTp+bb/9ChQ5bBU39/f02bNk1btmzRxo0b9dZbbyklJUVvvvlmoe+XvVw7eDpu3LgiB09PnjypuLg4SVLHjh3LvUYAACojsqh1ubPor7/+qq1bt+qbb74hi5JFJZFFAQAoK2RR68iiZNHcyKIAAACAfXHHUgBAhcvKytK0KR9o1lczFdw4S9f5ZunvBBdFnHHRk2Oe04RX3pCzs7O9yyyRixcvqm3btvruu+/k4eEhSapTp45ee+011a5dW5988om2b9+u3377TT169CjwGKGhoerWrZtMJpPS09PVsGFDOTs7KyIiQsuWLZMkDRs2LM8gac7xvby8tHjxYv3000969NFH1bZtW6vnOX/+vObPn5/nqu17771X7dq103333afU1FRNmzZN06dPt2zPyMjQ5MmTJUk33XSTvv/+e8sSVnX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      "text/plain": [
       "<Figure size 3340x835 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure( figsize=(8.35*4,8.35) )\n",
    "res_keys = [k for k in res_dict.keys() if ('lessAbs' in k) and ('0.5' in k)]\n",
    "eq_genes = dict()\n",
    "\n",
    "stable_genes = genes\n",
    "i = 0 \n",
    "# xlim_list = []\n",
    "# ylim_list = []\n",
    "title_list = ['pre vs 1wk', 'pre vs 3mo','pre vs 6mo']\n",
    "for rk in res_keys:\n",
    "    texts = []\n",
    "    if i == 0:        \n",
    "        ax = fig.add_subplot(1, len(res_keys)+1, i+1)\n",
    "        ax_1 = ax\n",
    "    else:\n",
    "        ax = fig.add_subplot(1, len(res_keys)+1, i+1, sharey=ax_1, sharex=ax_1 )\n",
    "    \n",
    "    lfc_null = float(rk.split('_')[3])    \n",
    "    ref_not_p = res_dict[rk].loc[(res_dict[rk].index.isin(hkg_kidney_ref)) & (res_dict[rk].padj>0.05),:].index.tolist()\n",
    "    ref_not_lfc = res_dict[rk].loc[(res_dict[rk].index.isin(hkg_kidney_ref)) & (res_dict[rk].log2FoldChange.abs()>lfc_null),:].index.tolist()\n",
    "    eq_genes[' vs '.join(rk.replace('vs_','').split('_')[-2:])] = set(res_dict[rk][(res_dict[rk].baseMean>0) & (res_dict[rk].log2FoldChange.abs()<=lfc_null) & (res_dict[rk].padj<=0.05)].index.tolist())\n",
    "    \n",
    "    \n",
    "    ax.axhline(-lfc_null, ls='--', lw=1.5)\n",
    "    ax.axhline(+lfc_null, ls='--', lw=1.5)\n",
    "    sns.scatterplot(x='log10baseMean', y='log2FoldChange', color='gray', alpha=.7, edgecolor=None, label='p-adj > 0.05', s=60, data=res_dict[rk].loc[(res_dict[rk].padj>0.05),:], ax=ax)\n",
    "    sns.scatterplot(x='log10baseMean', y='log2FoldChange', color='darkgreen', alpha=.7, edgecolor=None, label='p-adj ≤ 0.05', s=60, data=res_dict[rk].loc[(res_dict[rk].log2FoldChange.abs()<=lfc_null) & (res_dict[rk].padj<=0.05) & (~res_dict[rk].index.isin(stable_genes)),:], ax=ax)\n",
    "    sns.scatterplot(x='log10baseMean', y='log2FoldChange', color='orange', alpha=1, edgecolor='black', label='proposed HKG', s=60, data=res_dict[rk].loc[(res_dict[rk].log2FoldChange.abs()<=lfc_null) & (res_dict[rk].padj<=0.05) & (res_dict[rk].index.isin(stable_genes)),:], ax=ax)\n",
    "    ax.set_title(title_list[i])\n",
    "    # , style='italic'    \n",
    "    if i > 0:\n",
    "        ax.set_ylabel('')\n",
    "        \n",
    "    # ax.set_xlim(xlim_list[i])\n",
    "    # ax.set_ylim(ylim_list[i])\n",
    "    \n",
    "    i+=1\n",
    "   \n",
    "    for l,x,y in res_dict[rk].loc[(res_dict[rk].index.isin(stable_genes)),:][['log10baseMean','log2FoldChange']].reset_index().values:\n",
    "        texts.append(ax.text(x, y, l,  va='center',ha='center', fontstyle='italic',\n",
    "                            ))\n",
    "    adjust_text(texts, ax=ax, arrowprops=dict(arrowstyle=\"-\", color='k', lw=1.1, alpha=.95),\n",
    "                expand=(2, 2),\n",
    "               )\n",
    "\n",
    "    # xlim_list.append(ax.get_xlim())\n",
    "    # ylim_list.append(ax.get_ylim())\n",
    "\n",
    "    # ax.get_legend().remove()\n",
    "    # ax.grid(False)\n",
    "    # ax.spines[['left','right', 'top','bottom']].set_visible(False)\n",
    "    # ax.set_yticklabels([])\n",
    "    # ax.set_xticklabels([])\n",
    "    # ax.set_xlabel('')\n",
    "    # ax.set_ylabel('')\n",
    "    \n",
    "ax = fig.add_subplot(144)\n",
    "ax.grid(False)\n",
    "ax.spines[['left','right', 'top','bottom']].set_visible(False)\n",
    "ax.set_yticklabels([])\n",
    "ax.set_xticklabels([])\n",
    "\n",
    "\n",
    "fig.savefig('./draft/FIG2ABC_TOST_hkg_ann.pdf', bbox_inches='tight', format='pdf', dpi=300)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c1f88a41-9768-4d80-adf1-d3da60c62c6a",
   "metadata": {},
   "source": [
    "## Fig 1D: Venn diagram with equivalent genes in different timepoints"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "73eebd7a-9c25-48a1-be0b-4a6b6e1790fd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 835x835 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure( figsize=(8.35,8.35) )   \n",
    "\n",
    "ax = fig.add_subplot(1,1,1)\n",
    "venn(eq_genes, cmap=Okabe_Ito[1:],  ax=ax)\n",
    "legend = ax.get_legend()\n",
    "legend.get_texts()[0].set_text('Pre vs 1wk')\n",
    "legend.get_texts()[1].set_text('Pre vs 3mo')\n",
    "legend.get_texts()[2].set_text('Pre vs 6mo')\n",
    "legend.set_loc('lower right')\n",
    "fig.savefig('./draft/FIG2D_Venn.pdf', format='pdf', dpi=300)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8148ef59-ee4e-4e72-8c8b-1dbf5642e0dd",
   "metadata": {},
   "source": [
    "# Mining HKG from RNA-Seq studies (GSE175718, GSE120649, GSE112927, GSE86884)\n",
    "\n",
    "The matrices were generated with Salmon"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "38bada7b-9006-4e2b-a9e1-32534201191b",
   "metadata": {},
   "source": [
    "### Import Equivalent from GSE86884 study to filter them on next steps"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "89d3677a-6203-4352-9444-ff628ff84940",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "There are 3563 common genes in pre vs 1wk, pre vs 3m and pre vs 6m\n"
     ]
    }
   ],
   "source": [
    "path = './pre_posttransplant_PRJNA342822_GSE86884/hkg/'\n",
    "lfc_null = 0.5\n",
    "pv = 0.05\n",
    "res_files = ['all_factors_lessAbs_0.5_pre_vs_1w_res.csv', 'all_factors_lessAbs_0.5_pre_vs_3m_res.csv', 'all_factors_lessAbs_0.5_pre_vs_6m_res.csv']\n",
    "res = set()\n",
    "\n",
    "for i,r in enumerate(res_files):\n",
    "    aux = pd.read_csv(os.path.join(path,r), index_col=0)\n",
    "    aux = aux[(aux['log2FoldChange'].abs()<=0.5) & ((aux['padj']<=0.05))]\n",
    "    if i == 0:\n",
    "        res = set(aux.index)\n",
    "    else:\n",
    "        res = res.intersection(set(aux.index))\n",
    "print('There are',len(res),'common genes in pre vs 1wk, pre vs 3m and pre vs 6m')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "61407768-3505-4961-9b44-cc22f9bcdcd6",
   "metadata": {},
   "source": [
    "## Import RNAseq TMP and counts from Salmon output"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f8a2a0bb-2168-42b8-b800-931284762bf0",
   "metadata": {},
   "source": [
    "### TPM and Counts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "9be96798-e7cb-4e58-bfc8-6c7179c7b7cd",
   "metadata": {},
   "outputs": [],
   "source": [
    "tx2gene = pd.read_csv('./gene_id2gene_nameWgene_lenght_biotype_gencode.v44.annotation.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "a91e3758-0730-4481-8377-edac431fe53e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "posttransplant_PRJNA733336_GSE175718: 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 \n",
      "\n",
      "posttransplant_PRJNA493832_GSE120649: 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 \n",
      "\n",
      "pretransplant_PRJNA449520_GSE112927: 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 \n",
      "\n",
      "pre_posttransplant_PRJNA342822_GSE86884: 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 \n",
      "\n"
     ]
    }
   ],
   "source": [
    "salmon_paths = ['./posttransplant_PRJNA733336_GSE175718/trimmed_salmon_quant/',                \n",
    "                './posttransplant_PRJNA493832_GSE120649/trimmed_salmon_quant/',\n",
    "                './pretransplant_PRJNA449520_GSE112927/trimmed_salmon_quant/',\n",
    "                './pre_posttransplant_PRJNA342822_GSE86884/trimmed_salmon_quant/']\n",
    "tpm = []\n",
    "counts_tpm = []\n",
    "\n",
    "for path in salmon_paths:\n",
    "    tpm_aux = []\n",
    "    counts_aux = []\n",
    "    srr_list = os.listdir(path)\n",
    "    print(path.split('/')[3], end=': ')\n",
    "    for j,srr in enumerate(srr_list):\n",
    "        df_aux = pd.read_csv(os.path.join(path,srr,'quant.sf'), sep='\\t')[['Name','TPM','EffectiveLength','NumReads']].merge(tx2gene[['Transcript_ID','Gene_name']], left_on='Name', right_on='Transcript_ID')\n",
    "        df_aux = df_aux.groupby('Gene_name').sum(numeric_only=True)  \n",
    "        df_aux['counts_tpm'] = np.round(df_aux.NumReads,0).astype(int)\n",
    "        tpm_aux.append(df_aux.TPM.values)\n",
    "        counts_aux.append(df_aux.counts_tpm.values)\n",
    "        print(j+1, end=' ')\n",
    "    tpm.append(pd.DataFrame(tpm_aux, columns=df_aux.index, index=srr_list))\n",
    "    counts_tpm.append(pd.DataFrame(counts_aux, columns=df_aux.index, index=srr_list))\n",
    "    print('\\n')\n",
    "    \n",
    "df_tpm = pd.concat(tpm, axis=0)\n",
    "df_counts = pd.concat(counts_tpm, axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "6b1a7ff7-07ee-408f-9dd1-7fd7c7fbcc9a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AnnData object with n_obs × n_vars = 731 × 60883\n",
       "    layers: 'count'"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "adata = ad.AnnData(df_tpm)\n",
    "adata.layers['count'] = df_counts.loc[adata.obs.index,adata.var.index].values\n",
    "adata"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e6c516b8-4594-4418-9099-8f9382b86169",
   "metadata": {},
   "source": [
    "### Metadata"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "13533e4b-9349-439a-95cf-ed2b0a7bb4d9",
   "metadata": {},
   "source": [
    "#### GSE175718"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "57e634b1-379a-4929-900b-61fe9fc4c146",
   "metadata": {},
   "outputs": [],
   "source": [
    "keys_tags = ['!Sample_title', '!Sample_geo_accession', '!Sample_characteristics_ch1']#'!Series_sample_id', \n",
    "aux = []\n",
    "with gzip.open('./postransplant_cristian_colab/metadata/GSE175718_series_matrix.txt.gz') as gse_f:\n",
    "    for line in gse_f:\n",
    "        if line.decode().split('\\t')[0] in keys_tags:\n",
    "            aux.append(line.decode().replace('\\n','').replace('\"','').split('\\t'))\n",
    "            \n",
    "df_GSE175718_meta = pd.DataFrame(aux).set_index(0).T\n",
    "df_GSE175718_meta.columns = ['Title', 'Sample Name', 'ar', 'abmrh', 'tcmr', 'polyoma', 'dsa']\n",
    "df_GSE175718_meta = pd.read_csv('./postransplant_cristian_colab/metadata/SraRunTable.txt')[['Sample Name', 'Run']].merge(df_GSE175718_meta, on='Sample Name').set_index('Sample Name')\n",
    "df_GSE175718_meta['ar'] = df_GSE175718_meta.ar.str.split(':').str[1].str.strip()\n",
    "df_GSE175718_meta['abmrh'] = df_GSE175718_meta.abmrh.str.split(':').str[1].str.strip()\n",
    "df_GSE175718_meta['tcmr'] = df_GSE175718_meta.tcmr.str.split(':').str[1].str.strip()\n",
    "df_GSE175718_meta['dsa'] = df_GSE175718_meta.dsa.str.split(':').str[1].fillna('0').str.strip()\n",
    "df_GSE175718_meta['polyoma'] = df_GSE175718_meta.polyoma.str.split(':').str[-1].str.strip()\n",
    "# no: 0_viremia:1_pvan:2_unknown:3\n",
    "df_GSE175718_meta['abmrh_tcmr_dsa'] = df_GSE175718_meta[['abmrh', 'tcmr', 'dsa']].agg('-'.join,axis=1)\n",
    "df_GSE175718_meta[['Title_GC','Title_LN']] = df_GSE175718_meta.Title.str.split('_', expand=True)\n",
    "df_GSE175718_meta['Title_N'] = df_GSE175718_meta.Title_LN.str[1:]\n",
    "df_GSE175718_meta['Title_L'] = df_GSE175718_meta.Title_LN.str[0]\n",
    "df_GSE175718_meta = df_GSE175718_meta.set_index('Run')[['abmrh','tcmr','ar']]\n",
    "df_GSE175718_meta['gse'] = 'GSE175718'\n",
    "df_GSE175718_meta['gse_time'] = np.nan\n",
    "df_GSE175718_meta['gse_patient'] = np.nan"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dd79caaf-3f3f-490c-9867-bd6f5177d984",
   "metadata": {},
   "source": [
    "#### GSE120649"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "b3a100ff-71d0-4a86-983d-30f1b50971b9",
   "metadata": {},
   "outputs": [],
   "source": [
    "keys_tags = ['!Sample_title', '!Sample_geo_accession', '!Sample_characteristics_ch1']#'!Series_sample_id', \n",
    "aux = []\n",
    "with gzip.open('./posttransplant_PRJNA493832_GSE120649/metadata/GSE120649_series_matrix.txt.gz') as gse_f:\n",
    "    for line in gse_f:\n",
    "        if line.decode().split('\\t')[0] in keys_tags:\n",
    "            aux.append(line.decode().replace('\\n','').replace('\"','').split('\\t'))\n",
    "            \n",
    "df_GSE120649_meta = pd.DataFrame(aux).set_index(0).T.iloc[:,:2]\n",
    "df_GSE120649_meta.columns = ['Title', 'Sample Name']\n",
    "df_GSE120649_meta['abmrh'] = np.where(df_GSE120649_meta.Title.str.contains('with antibody mediated rejection'), 1, 0)\n",
    "df_GSE120649_meta['tcmr'] = np.where(df_GSE120649_meta.Title.str.contains('with T cell mediated rejection'), 1, 0)\n",
    "df_GSE120649_meta['ar'] = df_GSE120649_meta.abmrh | df_GSE120649_meta.tcmr\n",
    "df_GSE120649_meta = df_GSE120649_meta.merge(pd.read_csv('./posttransplant_PRJNA493832_GSE120649/metadata/SraRunTable.txt')[['Run','Sample Name']], on='Sample Name')\n",
    "df_GSE120649_meta = df_GSE120649_meta[df_GSE120649_meta.Run.isin(adata.obs.index)]\n",
    "df_GSE120649_meta = df_GSE120649_meta.set_index('Run')[['abmrh','tcmr','ar']]\n",
    "df_GSE120649_meta['gse'] = 'GSE120649'\n",
    "df_GSE120649_meta['gse_time'] = np.nan\n",
    "df_GSE120649_meta['gse_patient'] = np.nan"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1d03d246-2dc7-4043-9f72-50cfaad26595",
   "metadata": {},
   "source": [
    "#### GSE112927"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "61c247ec-2bcd-4570-8f24-002b4a5984e0",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_GSE112927_meta = pd.read_csv('./pretransplant_PRJNA449520_GSE112927/metadata/SraRunTable.txt')[['Run','acr_before_or_at_6m','acr_after_6m','LibraryLayout']].set_index('Run')\n",
    "df_GSE112927_meta['acr_before_or_at_6m'] = df_GSE112927_meta.acr_before_or_at_6m.replace('None', np.nan).replace('ACR or Borderline', '_b6mo')\n",
    "df_GSE112927_meta['acr_after_6m'] = df_GSE112927_meta.acr_after_6m.replace('None', np.nan).replace('ACR', '_a6mo').replace('Borderline', '_a6mo')\n",
    "df_GSE112927_meta = df_GSE112927_meta.fillna('')\n",
    "df_GSE112927_meta['gse'] = 'GSE112927'\n",
    "df_GSE112927_meta['gse_time'] = df_GSE112927_meta.gse + df_GSE112927_meta.acr_before_or_at_6m + df_GSE112927_meta.acr_after_6m\n",
    "df_GSE112927_meta['gse_patient'] = df_GSE112927_meta.gse + '_' + df_GSE112927_meta.LibraryLayout\n",
    "df_GSE112927_meta['abmrh'] = 0\n",
    "df_GSE112927_meta['tcmr'] = 0\n",
    "df_GSE112927_meta['ar'] = np.where((df_GSE112927_meta.acr_before_or_at_6m != '') | (df_GSE112927_meta.acr_after_6m != ''), '1', '0')\n",
    "df_GSE112927_meta = df_GSE112927_meta.drop(['acr_before_or_at_6m', 'acr_after_6m', 'LibraryLayout'], axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5b5a8393-867b-4b28-a130-8f61f5d490ba",
   "metadata": {},
   "source": [
    "#### GSE86884"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "1160999c-6d67-4d4b-b2ce-04dcd70007bc",
   "metadata": {},
   "outputs": [],
   "source": [
    "keys_tags = ['!Sample_title', '!Sample_geo_accession', '!Sample_characteristics_ch1']#'!Series_sample_id', \n",
    "aux = []\n",
    "with gzip.open('./pre_posttransplant_PRJNA342822_GSE86884/metadata/GSE86884_series_matrix.txt.gz') as gse_f:\n",
    "    for line in gse_f:\n",
    "        if line.decode().split('\\t')[0] in keys_tags:\n",
    "            aux.append(line.decode().replace('\\n','').replace('\"','').split('\\t'))\n",
    "df_GSE86884_meta = pd.DataFrame(aux).set_index(0).T.iloc[:,:2]\n",
    "df_GSE86884_meta.columns = ['patient','Sample Name']\n",
    "\n",
    "df_GSE86884_meta = df_GSE86884_meta.merge(pd.read_csv('./pre_posttransplant_PRJNA342822_GSE86884/metadata/SraRunTable.txt')[['Run','time_of_blood_draw','Sample Name']], on='Sample Name').set_index('Run')\n",
    "condlist = [df_GSE86884_meta.time_of_blood_draw.str.startswith('pre'),\n",
    "            df_GSE86884_meta.time_of_blood_draw.str.startswith('1'),\n",
    "            df_GSE86884_meta.time_of_blood_draw.str.startswith('3'),\n",
    "            df_GSE86884_meta.time_of_blood_draw.str.startswith('6')]\n",
    "choicelist = ['GSE86884_'+'pre', 'GSE86884_'+'1wk', 'GSE86884_'+'3mo', 'GSE86884_'+'6mo']\n",
    "df_GSE86884_meta['gse_time'] = np.select(condlist=condlist, choicelist=choicelist)\n",
    "\n",
    "df_GSE86884_meta['gse'] = 'GSE86884'\n",
    "df_GSE86884_meta['gse_patient'] = df_GSE86884_meta.patient.str.split('-').str[2]\n",
    "df_GSE86884_meta['abmrh'] = 0\n",
    "df_GSE86884_meta['tcmr'] = 0\n",
    "df_GSE86884_meta['ar'] = 0\n",
    "df_GSE86884_meta = df_GSE86884_meta.drop(['patient','Sample Name','time_of_blood_draw'], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "c8037083-119c-4070-a634-998a45ce8df0",
   "metadata": {},
   "outputs": [],
   "source": [
    "adata.obs[['abmrh', 'tcmr', 'ar', 'gse','gse_time','gse_patient']] = pd.concat([df_GSE175718_meta,df_GSE120649_meta,df_GSE112927_meta,df_GSE86884_meta]).loc[adata.obs.index,:].astype(str).values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "29bad40f-b801-485f-8f6c-a13186e6e902",
   "metadata": {},
   "outputs": [],
   "source": [
    "adata.var['equivalent'] = np.where(adata.var.index.isin(res), 'equivalent','non_equivalent')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "f67d5cb2-49dc-4755-9d94-0925d41b851a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AnnData object with n_obs × n_vars = 731 × 60883\n",
       "    obs: 'abmrh', 'tcmr', 'ar', 'gse', 'gse_time', 'gse_patient'\n",
       "    var: 'equivalent'\n",
       "    layers: 'count'"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "adata"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b7b0aa9a-74de-40c9-83b9-615ec1ef0f1f",
   "metadata": {},
   "source": [
    "## Create groups by unsupervised clustering\n",
    "The groups are created based on TPM and Louvain clustering. Since the package of Louvain doesn't support random_seed, the cluster can differ from ours. But we saved the annData with estimated cluster."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "cb935750-92f7-4017-bf93-18eb65f1c366",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AnnData object with n_obs × n_vars = 731 × 60883\n",
       "    obs: 'abmrh', 'tcmr', 'ar', 'gse', 'gse_time', 'gse_patient', 'louvain_group', 'UMAP_1', 'UMAP_2'\n",
       "    var: 'equivalent'\n",
       "    layers: 'count'"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hkg.pp.create_groups(adata, study_col='gse')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "68110baa-736e-45be-9633-ede388080d6c",
   "metadata": {},
   "source": [
    "## SUPPLEMENTAL FIG S1: Unsupervised clustering"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "54ede4d6-aefe-49e6-adf2-2849e1e38072",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 3340x835 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8.35*4,8.35))\n",
    "for i, gse in enumerate(['GSE175718','GSE120649','GSE112927','GSE86884']):\n",
    "    ax = fig.add_subplot(1,4,i+1)\n",
    "    if gse == 'GSE86884':\n",
    "        sns.scatterplot(x='UMAP_1', y='UMAP_2', hue='louvain_group', style='ar', s=100, palette='tab20b', data=adata.obs[adata.obs.gse==gse].dropna(), ax=ax)\n",
    "    else:\n",
    "        sns.scatterplot(x='UMAP_1', y='UMAP_2', hue='louvain_group', style='ar', s=100, palette='tab20b', data=adata.obs[adata.obs.gse==gse], ax=ax)\n",
    "    handles, labels = ax.get_legend_handles_labels()\n",
    "    labels = [l.replace('louvain_group','Group').replace('ar', 'AR') for l in labels]\n",
    "    ncol = 2\n",
    "    if gse in ['GSE175718']:\n",
    "        ncol=3\n",
    "    ax.legend(handles=handles, labels=labels, ncol=ncol, fontsize=16)\n",
    "    ax.set_title(gse)\n",
    "\n",
    "    if i > 0:\n",
    "        ax.set_ylabel('')\n",
    "fig.tight_layout()\n",
    "fig.savefig('./draft/FIGS1_louvain.pdf', format='pdf', dpi=300)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "331888d2-4432-45ac-ad5a-be71ff94b636",
   "metadata": {},
   "source": [
    "## Read UNpreprocessed adata\n",
    "Until clustering groups by similarity between samples "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "4258f313-cf01-4698-9266-702e61feb4b0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AnnData object with n_obs × n_vars = 731 × 60883\n",
       "    obs: 'abmrh', 'tcmr', 'ar', 'gse', 'gse_time', 'gse_patient', 'louvain_group', 'UMAP_1', 'UMAP_2'\n",
       "    var: 'equivalent'\n",
       "    layers: 'count'"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# adata.write_h5ad('./adata_RNAseq_louvain.h5ad')\n",
    "adata = ad.read_h5ad('./adata_RNAseq_louvain.h5ad')\n",
    "adata"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ee19a6ef-0d8d-4c8e-99dd-2ab25b13e33a",
   "metadata": {},
   "source": [
    "## Mapping types off transformation\n",
    "\n",
    "Setting type o transformation for each study separately"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 294,
   "id": "1e38db72-e08f-4c0d-b171-4527e7ff7445",
   "metadata": {},
   "outputs": [],
   "source": [
    "adata.obs['type'] = adata.obs.gse.map({'GSE175718': 'MRN', 'GSE120649':'MRN', 'GSE112927':'MRN', 'GSE86884':'MRN'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 295,
   "id": "7a0ad13a-58a4-40af-85dc-f0e45b9425a8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AnnData object with n_obs × n_vars = 731 × 60883\n",
       "    obs: 'abmrh', 'tcmr', 'ar', 'gse', 'gse_time', 'gse_patient', 'louvain_group', 'UMAP_1', 'UMAP_2', 'type'\n",
       "    var: 'equivalent'\n",
       "    layers: 'count', 'trns_expr'"
      ]
     },
     "execution_count": 295,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "trns_dict = dict(adata.obs[['louvain_group','type']].values)\n",
    "hkg.pp.transform_exprs(adata, layer='count', groups_col='louvain_group', trns_dict=trns_dict)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dd112b17-03cf-45c6-b17d-75a33bc1f99c",
   "metadata": {},
   "source": [
    "## Log transforming trans_expr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 296,
   "id": "7635ecf5-7062-4114-b034-464ece659fd1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AnnData object with n_obs × n_vars = 731 × 60883\n",
       "    obs: 'abmrh', 'tcmr', 'ar', 'gse', 'gse_time', 'gse_patient', 'louvain_group', 'UMAP_1', 'UMAP_2', 'type'\n",
       "    var: 'equivalent'\n",
       "    layers: 'count', 'trns_expr', 'log1p', 'arcsinh'"
      ]
     },
     "execution_count": 296,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hkg.pp.log_transform(adata, layer='trns_expr', method='log1p')\n",
    "hkg.pp.log_transform(adata, layer='trns_expr', method='arcsinh')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cf50f046-7ad5-4a10-80f7-5a6bbcaa301f",
   "metadata": {},
   "source": [
    "## Keepping only equivalent genes calculated in FIG 1-ABCD\n",
    "excluding GSE86884 because there is only non-rejection and it was already used to calculate equivalent genes by DESeq2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 297,
   "id": "5cbff89b-0bbc-42e2-b99d-d588f8e06754",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "View of AnnData object with n_obs × n_vars = 635 × 3563\n",
       "    obs: 'abmrh', 'tcmr', 'ar', 'gse', 'gse_time', 'gse_patient', 'louvain_group', 'UMAP_1', 'UMAP_2', 'type'\n",
       "    var: 'equivalent'\n",
       "    layers: 'count', 'trns_expr', 'log1p', 'arcsinh'"
      ]
     },
     "execution_count": 297,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "adata = adata[adata.obs.gse!='GSE86884',adata.var.equivalent=='equivalent']\n",
    "adata"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "20c954b0-5bcf-4291-b91a-ae10d344eb7a",
   "metadata": {},
   "source": [
    "## Exclude genes with high number of zeros expressions\n",
    "\n",
    "We calclulated the number of zero expression for each gene and excluded genes with high number of zeros in samples."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 298,
   "id": "584cf89e-346a-4d5b-8f34-5a334903960f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "non-zero expr median quantity: 627.0\n"
     ]
    }
   ],
   "source": [
    "aux = adata.to_df()\n",
    "print('non-zero expr median quantity:', (aux>0).sum().quantile(.5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 299,
   "id": "e1efb01b-1ab4-48bb-8a65-a907c18b7d15",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Qty. of genes with non-zero counts >= 600: 2638\n"
     ]
    }
   ],
   "source": [
    "cols = aux.loc[:,((aux>0).sum()>=600).values].columns.values.tolist()\n",
    "print('Qty. of genes with non-zero counts >= 600:', len(cols))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0c4b0bd6-87d9-476c-9d29-dc92168f6c1c",
   "metadata": {},
   "source": [
    "## Keep only genes with at least 600 non zeros expression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "d70d5543-fea3-446e-b1af-7f2beb060f7a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "View of AnnData object with n_obs × n_vars = 635 × 2638\n",
       "    obs: 'abmrh', 'tcmr', 'ar', 'gse', 'gse_time', 'gse_patient', 'louvain_group', 'UMAP_1', 'UMAP_2', 'type'\n",
       "    var: 'equivalent'\n",
       "    layers: 'count', 'trns_expr', 'log1p', 'arcsinh'"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "adata = adata[:,cols]\n",
    "adata"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "56c170ea-fafc-422b-9e4b-7ea1f8eaa41f",
   "metadata": {},
   "source": [
    "## Calculate genes clusters by cv, stability and gini"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "66525c13-b264-4441-a7b4-a3e543e7e28d",
   "metadata": {},
   "source": [
    "### Calculate CV, stb_cv and gene with housekeepingMiningPy package"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "ca4d823d-16b6-494d-b340-ec1d38ced182",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CV: computing groups data: 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 \n",
      "Stability: computing groups data: 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 \n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "AnnData object with n_obs × n_vars = 635 × 2638\n",
       "    obs: 'abmrh', 'tcmr', 'ar', 'gse', 'gse_time', 'gse_patient', 'louvain_group', 'UMAP_1', 'UMAP_2', 'type', 'conditions_GSE175718'\n",
       "    var: 'equivalent', 'pool_mean', 'pool_std', 'pool_cv', 'pool_stability_cv', 'gini_coefficient', 'log_pool_mean', 'log_pool_cv', 'log_pool_stability_cv', 'log_gini_coefficient', 'uclustering_cv_stb_labels'\n",
       "    layers: 'arcsinh', 'count', 'log1p', 'trns_expr', 'trns_expr_per_louvain_group', 'arcsinh_per_louvain_group', 'log1p_per_louvain_group'"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hkg.mining.exprs_cv(adata, layer='arcsinh', groups_col='louvain_group')\n",
    "hkg.mining.stability_cv(adata, layer='arcsinh', groups_col='louvain_group')\n",
    "hkg.mining.gene_gini_coeff(adata, layer='arcsinh')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "96f10d5c-2918-4a15-a8b6-848e03d41c6b",
   "metadata": {},
   "outputs": [],
   "source": [
    "adata.var['log_pool_mean'] = np.log(adata.var.pool_mean)\n",
    "adata.var['log_pool_cv'] = np.log(adata.var.pool_cv)\n",
    "adata.var['log_pool_stability_cv'] = np.log(adata.var.pool_stability_cv)\n",
    "adata.var['log_gini_coefficient'] = np.log(adata.var.gini_coefficient)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "92dd700d-20d6-4556-9fd0-68f2f2a986b4",
   "metadata": {},
   "source": [
    "### Clustering most similar genes by cv, gini and stb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "2925bc9b-6884-419f-bf10-c54a55c94c4b",
   "metadata": {},
   "outputs": [],
   "source": [
    "nearestNeighbors_object = NearestNeighbors()\n",
    "louvain_object = Louvain(random_state=42, resolution=.5)\n",
    "scaler_object = StandardScaler()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "acc6ba30-cfbc-4f01-a558-1ffbaa73f8aa",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AnnData object with n_obs × n_vars = 635 × 2638\n",
       "    obs: 'abmrh', 'tcmr', 'ar', 'gse', 'gse_time', 'gse_patient', 'louvain_group', 'UMAP_1', 'UMAP_2', 'type', 'conditions_GSE175718'\n",
       "    var: 'equivalent', 'pool_mean', 'pool_std', 'pool_cv', 'pool_stability_cv', 'gini_coefficient', 'log_pool_mean', 'log_pool_cv', 'log_pool_stability_cv', 'log_gini_coefficient', 'uclustering_cv_stb_labels'\n",
       "    layers: 'arcsinh', 'count', 'log1p', 'trns_expr', 'trns_expr_per_louvain_group', 'arcsinh_per_louvain_group', 'log1p_per_louvain_group'"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hkg.mining.uclustering_cv_stb_gini(adata, cl_cols=['log_pool_cv','log_pool_stability_cv','log_gini_coefficient'],\n",
    "                                   nearestNeighbors_object=nearestNeighbors_object,\n",
    "                                   louvain_object=louvain_object,scaler_object=scaler_object)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9103f70d-4ecc-4807-aa8d-aea1d2d0c870",
   "metadata": {},
   "source": [
    "### FIG 2E-J"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "ad0bbf5d-35ba-4d4e-8844-3bd0485319fc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1670x1252.5 with 15 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# feats_3 = ['AP2B1', 'CCNI', 'FBXO7', 'GUK1', 'MT-CO1', 'UBB', 'UBXN6', 'VPS28', 'YBX3']\n",
    "hkg.plot.plot_stb_cv_gini(adata, x='log_pool_stability_cv', y='log_pool_cv', z='log_gini_coefficient', hue='uclustering_cv_stb_labels', palette='tab20b_r',figsize=(8.35*2,8.35*3/2), ann_genes=genes, highlight_group=14, savefig={'fname':'./draft/FIG2EJ_CV_cvSTB_GINI.pdf', 'bbox_inches':'tight', 'format':'pdf', 'dpi':300})"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2bb5e016-aa7d-419d-8ab6-6fdc2d41a5ee",
   "metadata": {},
   "source": [
    "### Read preprocessed adata\n",
    "\n",
    "Since the Louvain algorithm doesn't support random_seed, we saved the data, so the folloeing process can be reproducible."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "5223c3f5-e364-4d9e-b1dd-db49b63aed0a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AnnData object with n_obs × n_vars = 635 × 2638\n",
       "    obs: 'abmrh', 'tcmr', 'ar', 'gse', 'gse_time', 'gse_patient', 'louvain_group', 'UMAP_1', 'UMAP_2', 'type', 'conditions_GSE175718'\n",
       "    var: 'equivalent', 'pool_mean', 'pool_std', 'pool_cv', 'pool_stability_cv', 'gini_coefficient', 'log_pool_mean', 'log_pool_cv', 'log_pool_stability_cv', 'log_gini_coefficient', 'uclustering_cv_stb_labels'\n",
       "    layers: 'arcsinh', 'arcsinh_per_louvain_group', 'count', 'log1p', 'log1p_per_louvain_group', 'trns_expr', 'trns_expr_per_louvain_group'"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# adata.write_h5ad('./adata_RNAseq_pre_processed.h5ad')\n",
    "adata = ad.read_h5ad('./adata_RNAseq_pre_processed.h5ad')\n",
    "adata"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2a0bf6e0-bedd-4b44-8a30-79b4630b0286",
   "metadata": {},
   "source": [
    "### Since group 14 is entirely bellow the median of all metrics (cv, gini, stb). We chose it to following analysis\n",
    "\n",
    "We named the genes as feats_1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 175,
   "id": "be90bdc7-d51b-4cba-b69d-6acb92e08755",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "View of AnnData object with n_obs × n_vars = 635 × 85\n",
       "    obs: 'abmrh', 'tcmr', 'ar', 'gse', 'gse_time', 'gse_patient', 'louvain_group', 'UMAP_1', 'UMAP_2', 'type', 'conditions_GSE175718'\n",
       "    var: 'equivalent', 'pool_mean', 'pool_std', 'pool_cv', 'pool_stability_cv', 'gini_coefficient', 'log_pool_mean', 'log_pool_cv', 'log_pool_stability_cv', 'log_gini_coefficient', 'uclustering_cv_stb_labels'\n",
       "    layers: 'arcsinh', 'arcsinh_per_louvain_group', 'count', 'log1p', 'log1p_per_louvain_group', 'trns_expr', 'trns_expr_per_louvain_group'"
      ]
     },
     "execution_count": 175,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "adata[:,adata.var.uclustering_cv_stb_labels==14]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "681e720d-b1a7-4308-b96e-01c6f18d7d1a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "85 ['AKNA', 'AKT2', 'ANKRD11', 'ANKRD44', 'AP2B1', 'BRD2', 'BRD4', 'BTG1', 'CALM1', 'CCNI', 'CD74', 'CELF1', 'CELF2', 'CHD2', 'COX4I1', 'CSDE1', 'CTDNEP1', 'CYFIP2', 'CYLD', 'DDX17', 'DDX5', 'DDX6', 'DYNC1H1', 'EIF1', 'EIF3A', 'EWSR1', 'FBXO7', 'FNBP1', 'FUS', 'GSTK1', 'GUK1', 'HAGH', 'HMGB1', 'HNRNPC', 'HNRNPL', 'HNRNPU', 'HNRNPUL1', 'HSP90AA1', 'IDS', 'IKZF1', 'ITGAL', 'MACF1', 'MAVS', 'MDM4', 'MT-CO1', 'N4BP2L2', 'NAP1L1', 'NLRP1', 'OIP5-AS1', 'PABPC1', 'PCBP2', 'PNISR', 'POLR2J3', 'PPIA', 'PRMT2', 'PRRC2C', 'PTP4A2', 'RBM25', 'RBM39', 'RBM5', 'RPS9', 'SEPTIN6', 'SERBP1', 'SET', 'SF1', 'SF3B2', 'SFPQ', 'SON', 'SPG7', 'SRRM2', 'SUN2', 'TCF25', 'TMSB10', 'TRIM56', 'TSPAN14', 'TUBB', 'TUG1', 'UBB', 'UBC', 'UBXN6', 'VPS28', 'YBX1', 'YBX3', 'ZBTB7A', 'ZNF207']\n"
     ]
    }
   ],
   "source": [
    "feats_1 = adata[(adata.obs.gse=='GSE175718'), (adata.var.uclustering_cv_stb_labels.isin([14]))].var.index.tolist()\n",
    "print(len(feats_1),feats_1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1f44c6f3-f63b-4424-aa56-4a9ebd7d6f7e",
   "metadata": {},
   "source": [
    "## Kruskal Wallis DEG\n",
    "\n",
    "Exclude significant expressed genes for Kruskal Wallis H testing between non-rejection, ABMR and TCMR. We ran only on **GSE175718**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "a106eff8-45ca-4391-8900-72d793307e81",
   "metadata": {},
   "outputs": [],
   "source": [
    "condlist = [(adata.obs.abmrh=='0') & (adata.obs.tcmr=='0'), (adata.obs.abmrh=='0') & (adata.obs.tcmr=='1'), (adata.obs.abmrh=='1') & (adata.obs.tcmr=='0'), (adata.obs.abmrh=='1') & (adata.obs.tcmr=='1')]\n",
    "choicelist = ['non-rejection', 'TCMR', 'ABMR', 'ABMR and TCMR']\n",
    "\n",
    "adata.obs['conditions_GSE175718'] = np.select(condlist=condlist, choicelist=choicelist)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "c37d29e7-41cc-4c4d-981a-0de142f59f88",
   "metadata": {},
   "outputs": [],
   "source": [
    "# rename layers to rerun trans MRN on remaining genes\n",
    "adata.layers['trns_expr_per_louvain_group'] = adata.layers['trns_expr'].copy()\n",
    "adata.layers['arcsinh_per_louvain_group'] = adata.layers['arcsinh'].copy()\n",
    "adata.layers['log1p_per_louvain_group'] = adata.layers['log1p'].copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "1db15744-c3b9-46b6-bca7-6b519185dbc5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AnnData object with n_obs × n_vars = 635 × 2638\n",
       "    obs: 'abmrh', 'tcmr', 'ar', 'gse', 'gse_time', 'gse_patient', 'louvain_group', 'UMAP_1', 'UMAP_2', 'type', 'conditions_GSE175718'\n",
       "    var: 'equivalent', 'pool_mean', 'pool_std', 'pool_cv', 'pool_stability_cv', 'gini_coefficient', 'log_pool_mean', 'log_pool_cv', 'log_pool_stability_cv', 'log_gini_coefficient', 'uclustering_cv_stb_labels'\n",
       "    layers: 'arcsinh', 'arcsinh_per_louvain_group', 'count', 'log1p', 'log1p_per_louvain_group', 'trns_expr', 'trns_expr_per_louvain_group'"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "trns_dict = dict(adata.obs[['gse','type']].values)\n",
    "hkg.pp.transform_exprs(adata, layer='count', groups_col='gse', trns_dict=trns_dict)\n",
    "hkg.pp.log_transform(adata, layer='trns_expr', method='arcsinh')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d09059ab-c3b7-4322-b452-16e904e09cea",
   "metadata": {},
   "source": [
    "### Calculating Kruskall Wallis H with scipy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "9b8605f3-9240-4dbd-8ab6-d4d3c3fafe4f",
   "metadata": {},
   "outputs": [],
   "source": [
    "aux = adata[(adata.obs.gse=='GSE175718'), feats_1].to_df('trns_expr')\n",
    "aux['conditions_GSE175718'] = adata[adata.obs.gse=='GSE175718',:].obs.conditions_GSE175718.values\n",
    "genes = aux.columns[:-1]\n",
    "pv = []\n",
    "for g in genes:\n",
    "    pv.append(kruskal(aux.loc[(aux.conditions_GSE175718=='non-rejection'),g], aux.loc[(aux.conditions_GSE175718=='ABMR'),g], aux.loc[(aux.conditions_GSE175718=='TCMR'),g]).pvalue)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "39de0996-0f6a-4ebc-a73c-8d563b273b96",
   "metadata": {},
   "outputs": [],
   "source": [
    "aux_pv = pd.DataFrame(zip(aux.columns[:-1],pv))\n",
    "aux_pv.columns = ['Genes','Kruskal_Wallis_pv']\n",
    "aux_pv.to_csv('./draft/Kruskal_Wallis_H_test_differences_HKG.csv', index=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "bc9e13d1-65ea-48c8-a910-60862d5924ba",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['AKT2', 'ANKRD11', 'BTG1', 'CYLD', 'EWSR1', 'FUS', 'PRRC2C']\n"
     ]
    }
   ],
   "source": [
    "aux_pv = aux_pv.set_index('Genes')\n",
    "pv_kr = aux_pv[aux_pv['Kruskal_Wallis_pv']<=.05].index.tolist()\n",
    "print(pv_kr)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5dc8d0f3-0042-4094-9f34-b5d668160027",
   "metadata": {},
   "source": [
    "### The genes 'AKT2', 'ANKRD11', 'BTG1', 'CYLD', 'EWSR1', 'FUS', 'PRRC2C' are statistic significantly diferent between conditions.\n",
    "\n",
    "We excluded those genes and create a new set without them, feats_2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "a3467948-a387-4698-ab85-68bed2b31af8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "78 ['AKNA', 'ANKRD44', 'AP2B1', 'BRD2', 'BRD4', 'CALM1', 'CCNI', 'CD74', 'CELF1', 'CELF2', 'CHD2', 'COX4I1', 'CSDE1', 'CTDNEP1', 'CYFIP2', 'DDX17', 'DDX5', 'DDX6', 'DYNC1H1', 'EIF1', 'EIF3A', 'FBXO7', 'FNBP1', 'GSTK1', 'GUK1', 'HAGH', 'HMGB1', 'HNRNPC', 'HNRNPL', 'HNRNPU', 'HNRNPUL1', 'HSP90AA1', 'IDS', 'IKZF1', 'ITGAL', 'MACF1', 'MAVS', 'MDM4', 'MT-CO1', 'N4BP2L2', 'NAP1L1', 'NLRP1', 'OIP5-AS1', 'PABPC1', 'PCBP2', 'PNISR', 'POLR2J3', 'PPIA', 'PRMT2', 'PTP4A2', 'RBM25', 'RBM39', 'RBM5', 'RPS9', 'SEPTIN6', 'SERBP1', 'SET', 'SF1', 'SF3B2', 'SFPQ', 'SON', 'SPG7', 'SRRM2', 'SUN2', 'TCF25', 'TMSB10', 'TRIM56', 'TSPAN14', 'TUBB', 'TUG1', 'UBB', 'UBC', 'UBXN6', 'VPS28', 'YBX1', 'YBX3', 'ZBTB7A', 'ZNF207']\n"
     ]
    }
   ],
   "source": [
    "feats_2 = [f for f in feats_1 if f not in pv_kr]\n",
    "print(len(feats_2),feats_2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "c51e8a2e-38be-402b-bbd1-cf2bfa242a0b",
   "metadata": {},
   "outputs": [],
   "source": [
    "feats_2 = ['AKNA', 'ANKRD44', 'AP2B1', 'BRD2', 'BRD4', 'CALM1', 'CCNI', 'CD74', 'CELF1', 'CELF2', 'CHD2', 'COX4I1', 'CSDE1', 'CTDNEP1', 'CYFIP2', 'DDX17', 'DDX5', 'DDX6', 'DYNC1H1', 'EIF1', 'EIF3A', 'FBXO7', 'FNBP1', 'GSTK1', 'GUK1', 'HAGH', 'HMGB1', 'HNRNPC', 'HNRNPL', 'HNRNPU', 'HNRNPUL1', 'HSP90AA1', 'IDS', 'IKZF1', 'ITGAL', 'MACF1', 'MAVS', 'MDM4', 'MT-CO1', 'N4BP2L2', 'NAP1L1', 'NLRP1', 'OIP5-AS1', 'PABPC1', 'PCBP2', 'PNISR', 'POLR2J3', 'PPIA', 'PRMT2', 'PTP4A2', 'RBM25', 'RBM39', 'RBM5', 'RPS9', 'SEPTIN6', 'SERBP1', 'SET', 'SF1', 'SF3B2', 'SFPQ', 'SON', 'SPG7', 'SRRM2', 'SUN2', 'TCF25', 'TMSB10', 'TRIM56', 'TSPAN14', 'TUBB', 'TUG1', 'UBB', 'UBC', 'UBXN6', 'VPS28', 'YBX1', 'YBX3', 'ZBTB7A', 'ZNF207']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9d28220a-11a8-4eb2-b0fe-7bb949c27b6d",
   "metadata": {},
   "source": [
    "## [TOST](https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5502906/)\n",
    "Keeping only the equivalent genes in the study **GSE175718**\n",
    "\n",
    "We didn't calculate TOST by louvain group because there were some groups with low values of hits in some conditions.\n",
    "\n",
    "We consider an equivalent distribution if the difference is in between cohen's d <=.3 and tested two-one-sided with brunnermunzel test"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "19b89c25-df63-440b-9688-c0ccb65ef0d9",
   "metadata": {},
   "source": [
    "### exluding sample SRR14675592 since all values are equal zero."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "3059bed3-3188-4b46-8e4c-133d6b6e9181",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "ArrayView([[0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "            0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "            0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "            0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "            0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "            0., 0., 0.]])"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "adata['SRR14675592',feats_2].X"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "4f61c783-c6b6-49d8-9a82-3e42f8c8fcc4",
   "metadata": {},
   "outputs": [],
   "source": [
    "pv_tost = hkg.mining.tost(adata[(adata.obs.gse=='GSE175718') & (adata.obs.index!='SRR14675592'), feats_2],\n",
    "                          combinations_list=[('non-rejection', 'ABMR'), ('non-rejection', 'TCMR')], layer='trns_expr', class_col='conditions_GSE175718',\n",
    "                          cohens_d=.3,is_parametric=False, is_paired=False, correct_fdr=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "7f679d6c-d3e0-4607-9421-93a5188dbe6c",
   "metadata": {},
   "outputs": [],
   "source": [
    "### We choose genes with adjusted pvalue <= 0.05"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "2eeecdc6-ca30-4108-b3e8-98be681578ca",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "9 ['AP2B1', 'CCNI', 'FBXO7', 'GUK1', 'MT-CO1', 'UBB', 'UBXN6', 'VPS28', 'YBX3']\n"
     ]
    }
   ],
   "source": [
    "feats_3 = np.sort(pv_tost.loc[:,(pv_tost<=0.05).sum()>=2].columns).tolist()\n",
    "pv_tost = pv_tost.loc[:,(pv_tost<=0.05).sum()>=2]\n",
    "pv_tost.index = pv_tost.index.str.replace('pv_','').str.split('_')\n",
    "print(len(feats_3),feats_3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "id": "7d4f936a-ae97-4584-ab9e-d9fd183fc2cc",
   "metadata": {},
   "outputs": [],
   "source": [
    "# feats_3 = ['AP2B1', 'CCNI', 'FBXO7', 'GUK1', 'MT-CO1', 'UBB', 'UBXN6', 'VPS28', 'YBX3']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "04b7833c-74c5-4008-9ce9-7633f2891217",
   "metadata": {},
   "outputs": [],
   "source": [
    "pv_tost.to_csv('./draft/FIG2K_TOST_KW.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "id": "a99dd522-40eb-48f1-a7a5-a2277584b4fa",
   "metadata": {},
   "outputs": [],
   "source": [
    "aux = adata[(adata.obs.gse=='GSE175718') & (adata.obs.index!='SRR14675592') & (adata.obs.conditions_GSE175718!='ABMR and TCMR'), feats_3].to_df('arcsinh')\n",
    "aux['conditions_GSE175718'] = adata[(adata.obs.gse=='GSE175718') & (adata.obs.index!='SRR14675592') & (adata.obs.conditions_GSE175718!='ABMR and TCMR'),feats_3].obs.conditions_GSE175718.values\n",
    "aux = aux.melt(id_vars='conditions_GSE175718')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "efbcb361-699d-44df-be95-48c8f40c11e1",
   "metadata": {},
   "source": [
    "### FIG 2K: Equivalence test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "9044cb8e-1f3b-484a-b099-05c3076052a8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "p-value annotation legend:\n",
      "      ns: 5.00e-02 < p <= 1.00e+00\n",
      "       *: 1.00e-02 < p <= 5.00e-02\n",
      "      **: 1.00e-03 < p <= 1.00e-02\n",
      "     ***: 1.00e-04 < p <= 1.00e-03\n",
      "    ****: p <= 1.00e-04\n",
      "\n",
      "UBXN6_non-rejection vs. UBXN6_ABMR: Custom statistical test, P_val:1.642e-03\n",
      "AP2B1_non-rejection vs. AP2B1_ABMR: Custom statistical test, P_val:1.657e-02\n",
      "FBXO7_non-rejection vs. FBXO7_ABMR: Custom statistical test, P_val:2.838e-02\n",
      "CCNI_non-rejection vs. CCNI_ABMR: Custom statistical test, P_val:1.039e-02\n",
      "VPS28_non-rejection vs. VPS28_ABMR: Custom statistical test, P_val:9.481e-03\n",
      "MT-CO1_non-rejection vs. MT-CO1_ABMR: Custom statistical test, P_val:1.046e-02\n",
      "GUK1_non-rejection vs. GUK1_ABMR: Custom statistical test, P_val:4.526e-02\n",
      "UBB_non-rejection vs. UBB_ABMR: Custom statistical test, P_val:1.642e-03\n",
      "YBX3_non-rejection vs. YBX3_ABMR: Custom statistical test, P_val:4.980e-02\n",
      "UBXN6_non-rejection vs. UBXN6_TCMR: Custom statistical test, P_val:1.397e-02\n",
      "FBXO7_non-rejection vs. FBXO7_TCMR: Custom statistical test, P_val:3.243e-02\n",
      "CCNI_non-rejection vs. CCNI_TCMR: Custom statistical test, P_val:3.980e-03\n",
      "VPS28_non-rejection vs. VPS28_TCMR: Custom statistical test, P_val:3.517e-02\n",
      "MT-CO1_non-rejection vs. MT-CO1_TCMR: Custom statistical test, P_val:8.106e-03\n",
      "GUK1_non-rejection vs. GUK1_TCMR: Custom statistical test, P_val:3.329e-02\n",
      "YBX3_non-rejection vs. YBX3_TCMR: Custom statistical test, P_val:1.737e-02\n",
      "UBB_non-rejection vs. UBB_TCMR: Custom statistical test, P_val:5.814e-06\n",
      "AP2B1_non-rejection vs. AP2B1_TCMR: Custom statistical test, P_val:1.317e-02\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1670x556.667 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8.35*2, 8.35*2/3))\n",
    "ax = fig.add_subplot(111)\n",
    "\n",
    "x='Gene_name'\n",
    "y='value'\n",
    "hue='conditions_GSE175718'\n",
    "hue_order=['non-rejection','ABMR','TCMR']\n",
    "order = aux.groupby(['Gene_name']).median(numeric_only=True).sort_values('value', ascending=False).index\n",
    "\n",
    "sns.stripplot(x=x, y=y, order=order, hue=hue, hue_order=hue_order, color='black', s=1, dodge=True, data=aux, ax=ax)\n",
    "sns.boxplot(x=x, y=y, order=order, hue=hue, hue_order=hue_order, palette=['#003375', '#fca082', '#e32f27'], fliersize=False, data=aux, ax=ax)\n",
    "handles, labels = ax.get_legend_handles_labels()\n",
    "ax.legend(handles=handles[3:], labels=labels[3:], ncol=3)\n",
    "\n",
    "for label in ax.get_xticklabels():\n",
    "    label.set_rotation(90)\n",
    "    label.set_fontstyle('italic')\n",
    "\n",
    "ax.set_xlabel('')\n",
    "ax.set_ylabel('Normalized expression')\n",
    "\n",
    "pairs = []\n",
    "p_test = []\n",
    "for c in pv_tost.columns:\n",
    "    p_test.extend(pv_tost[c].values.tolist())\n",
    "    for i in pv_tost.index:        \n",
    "        pairs.append(((c,i[0]),(c,i[1])))\n",
    "        \n",
    "annot_test = Annotator(ax, pairs, data=aux, x=x, y=y, order=order, hue=hue, hue_order=hue_order)\n",
    "annot_test.configure(test=None, text_format='star', loc='inside', verbose=1)\n",
    "annot_test.set_pvalues(p_test)\n",
    "annot_test.annotate()\n",
    "\n",
    "plt.show()\n",
    "fig.savefig('./draft/FIG2K_TOST_KW.pdf', format='pdf', dpi=300, bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ec23dd44-507e-47f4-b6ac-414d5324e1bc",
   "metadata": {},
   "source": [
    "# Validation in Microarray dataset"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fd2ebf16-cc62-466e-b5b0-0a370d1543ee",
   "metadata": {},
   "source": [
    "The microarray dataset were background corrected via affy::rma functiona. But the quantile normalization was made by scikitlearning\n",
    "\n",
    "*We had to use this [**table**](https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GPL570) to find the probes symbols for genes MT-CO1 and UBNX6. Since we didn't find the microarray data after translate with mygene package."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "07b78202-5532-4952-900d-bfbf546dca5b",
   "metadata": {},
   "outputs": [],
   "source": [
    "# download_MA_CEL.sh\n",
    "# Run to download microarray files\n",
    "# #!/bin/bash\n",
    "\n",
    "# gses=(\"GSE129166\" \"GSE46474\" \"GSE15296\" \"GSE14346\")\n",
    "# https=(\"https://ftp.ncbi.nlm.nih.gov/geo/series/GSE129nnn/GSE129166/suppl//GSE129166_RAW.tar\" \"https://ftp.ncbi.nlm.nih.gov/geo/series/GSE46nnn/GSE46474/suppl//GSE46474_RAW.tar\" \"https://ftp.ncbi.nlm.nih.gov/geo/series/GSE15nnn/GSE15296/suppl//GSE15296_RAW.tar\" \"https://ftp.ncbi.nlm.nih.gov/geo/series/GSE14nnn/GSE14346/suppl//GSE14346_RAW.tar\")\n",
    "\n",
    "# for i in $(seq 0 3);\n",
    "# do\n",
    "#     echo \"wget ${https[$i]}\";\n",
    "#     echo \"tar -xvf ${gses[$i]}_RAW.tar -C ./posttransplant_${gses[$i]}/${gses[$i]}_CEL\";\n",
    "# done"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "id": "f670a3aa-4e7a-47c6-9667-7279d3ecab47",
   "metadata": {},
   "outputs": [],
   "source": [
    "# R script to get _CEL.tsv\n",
    "# %%R\n",
    "# library(affy)\n",
    "\n",
    "# dir = 'D:/posttransplant_GSE129166/hkg/GSE129166_CEL'\n",
    "# filenames = list.files(dir, pattern=\"*.CEL.gz\", full.names=TRUE)\n",
    "# raw_data = affy::ReadAffy(filenames=filenames)\n",
    "# eset = affy::rma(raw_data, normalize=FALSE)\n",
    "# write.exprs(eset, file='D:/posttransplant_GSE129166/hkg/GSE129166_CEL.tsv')\n",
    "\n",
    "# dir = 'D:/posttransplant_GSE14346/hkg/GSE14346_CEL'\n",
    "# filenames = list.files(dir, pattern=\"*.CEL.gz\", full.names=TRUE)\n",
    "# raw_data = affy::ReadAffy(filenames=filenames)\n",
    "# eset = affy::rma(raw_data, normalize=FALSE)\n",
    "# write.exprs(eset, file='D:/posttransplant_GSE14346/hkg/GSE14346_CEL.tsv')\n",
    "\n",
    "# dir = 'D:/posttransplant_GSE15296/hkg/GSE15296_CEL'\n",
    "# filenames = list.files(dir, pattern=\"*.CEL.gz\", full.names=TRUE)\n",
    "# raw_data = affy::ReadAffy(filenames=filenames)\n",
    "# eset = affy::rma(raw_data, normalize=FALSE)\n",
    "# write.exprs(eset, file='D:/posttransplant_GSE15296/hkg/GSE15296_CEL.tsv')\n",
    "\n",
    "# dir = 'D:/posttransplant_GSE46474/hkg/GSE46474_CEL'\n",
    "# filenames = list.files(dir, pattern=\"*.CEL.gz\", full.names=TRUE)\n",
    "# raw_data = affy::ReadAffy(filenames=filenames)\n",
    "# eset = affy::rma(raw_data, normalize=FALSE)\n",
    "# write.exprs(eset, file='D:/posttransplant_GSE46474/hkg/GSE46474_CEL.tsv')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c080a8c1-20ed-4a06-8379-05d9ea033f4b",
   "metadata": {},
   "source": [
    "## Read translation probe_id to gene symbol "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "id": "277df0be-a2c7-48d5-8222-8450bb4e8cdb",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_gens = pd.read_csv('./Microarray_RNAseq_mygene_translation.csv', index_col=0, header=None, names=['GeneNames','TranslationStatus'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8e87da56-dc58-4100-9755-3ae095d7cb4f",
   "metadata": {},
   "source": [
    "## Replace manually UBXN6 and MT-CO1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "id": "e2d1788e-ef19-4ff6-b4b8-bc8df5201109",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_gens.loc[(df_gens.index.str.contains('1553538_s_at')),'GeneNames'] = 'MT-CO1'\n",
    "df_gens.loc[(df_gens.index.str.contains('1553538_s_at')),'TranslationStatus'] = 'ok'\n",
    "\n",
    "df_gens.loc[(df_gens.index.str.contains('220757_s_at')),'GeneNames'] = 'UBXN6'\n",
    "df_gens.loc[(df_gens.index.str.contains('220757_s_at')),'TranslationStatus'] = 'ok'"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4afeff8c-c1f6-4961-8c00-9e82dea66c48",
   "metadata": {},
   "source": [
    "## Read expression and metadata files"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "id": "a103d5d8-5664-4112-bde3-03de8164f05b",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_GSE14346 = pd.read_csv('./posttransplant_GSE14346/GSE14346_CEL.tsv', sep='\\t', index_col=0)\n",
    "df_GSE14346 = df_GSE14346.merge(df_gens[['GeneNames']], left_index=True, right_index=True).groupby('GeneNames').median().T\n",
    "\n",
    "df_GSE14346.index = df_GSE14346.index.str.replace('.CEL.gz', '', regex=False)\n",
    "df_GSE14346_meta = pd.read_csv('./posttransplant_GSE14346/GSE14346_meta.tsv', sep='\\t', index_col=0)[['characteristics_ch1','disease state:ch1']]\n",
    "df_GSE14346_meta = df_GSE14346_meta[df_GSE14346_meta['characteristics_ch1']=='Kidney, Peripheral Blood']\n",
    "df_GSE14346_meta['ar'] = np.where(df_GSE14346_meta['disease state:ch1'].str.contains('AR'), 1, 0)\n",
    "df_GSE14346_meta['gse'] = 'GSE14346'\n",
    "\n",
    "df_GSE15296 = pd.read_csv('./posttransplant_GSE15296/GSE15296_CEL.tsv', sep='\\t', index_col=0) #GSE14346#GSE15296\n",
    "df_GSE15296 = df_GSE15296.merge(df_gens[['GeneNames']], left_index=True, right_index=True).groupby('GeneNames').median().T\n",
    "df_GSE15296.index = df_GSE15296.index.str.replace('.CEL.gz', '', regex=False)\n",
    "df_GSE15296_meta = pd.read_csv('./posttransplant_GSE15296/GSE15296_meta.tsv', sep='\\t', index_col=0)[['phenotype:ch1']]\n",
    "df_GSE15296_meta['ar'] = np.where(df_GSE15296_meta['phenotype:ch1'].str.contains('Rejection'), 1, 0)\n",
    "df_GSE15296_meta['gse'] = 'GSE15296'\n",
    "\n",
    "df_GSE129166 = pd.read_csv('./posttransplant_GSE129166/GSE129166_CEL.tsv', sep='\\t', index_col=0)\n",
    "df_GSE129166 = df_GSE129166.merge(df_gens[['GeneNames']], left_index=True, right_index=True).groupby('GeneNames').median().T\n",
    "df_GSE129166 = df_GSE129166.loc[df_GSE129166.index.str.contains('Blood')]\n",
    "df_GSE129166.index = df_GSE129166.index.str.split('_').str[0]\n",
    "df_GSE129166_meta = pd.read_csv('./posttransplant_GSE129166/GSE129166_meta.tsv', sep='\\t', index_col=0).T\n",
    "df_GSE129166_meta = df_GSE129166_meta[ df_GSE129166_meta['!Sample_source_name_ch1'].str.contains('Blood') ]\n",
    "df_GSE129166_meta['ar'] = np.where( (df_GSE129166_meta.iloc[:,-3].str.endswith('1')) | (df_GSE129166_meta.iloc[:,-2].str.endswith('1')), 1, 0 )\n",
    "df_GSE129166_meta['gse'] = 'GSE129166'\n",
    "df_GSE129166 = df_GSE129166.loc[df_GSE129166_meta.index,:]\n",
    "\n",
    "df_GSE46474 = pd.read_csv('./posttransplant_GSE46474/GSE46474_CEL.tsv', sep='\\t', index_col=0)\n",
    "df_GSE46474 = df_GSE46474.merge(df_gens[['GeneNames']], left_index=True, right_index=True).groupby('GeneNames').median().T\n",
    "df_GSE46474.index = df_GSE46474.index.str.split('_').str[0]\n",
    "df_GSE46474_meta = pd.read_csv('./posttransplant_GSE46474/GSE46474_meta.tsv', sep='\\t', index_col=0).T\n",
    "df_GSE46474_meta['ar'] = np.where( df_GSE46474_meta['!Sample_source_name_ch1'].str.contains('AR'), 1, 0)\n",
    "df_GSE46474_meta['gse'] = 'GSE46474'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "id": "b5ab82bd-680e-4161-980c-22f871f97067",
   "metadata": {},
   "outputs": [],
   "source": [
    "meta_cols = ['ar', 'gse']\n",
    "meta_ma = pd.concat([df_GSE14346_meta[meta_cols], df_GSE15296_meta[meta_cols], df_GSE129166_meta[meta_cols], df_GSE46474_meta[meta_cols]]) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "id": "039e54ae-8301-41cf-8f91-1e0c118d37ba",
   "metadata": {},
   "outputs": [],
   "source": [
    "adata_ma = ad.AnnData(pd.concat([df_GSE14346, df_GSE15296,df_GSE129166,df_GSE46474]).loc[:,\n",
    "                      [c for c in pd.concat([df_GSE14346, df_GSE15296,df_GSE129166,df_GSE46474]).columns if not c.endswith('_at')]])\n",
    "\n",
    "\n",
    "adata_ma = adata_ma[meta_ma.index,:]\n",
    "adata_ma.obs = meta_ma.loc[adata_ma.obs.index,:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "id": "9096c653-0eed-4099-9794-9da991e066cd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AnnData object with n_obs × n_vars = 291 × 20828\n",
       "    obs: 'ar', 'gse'\n",
       "    layers: 'trns_expr'"
      ]
     },
     "execution_count": 111,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "trns_dict = {gse:'quantile' for gse in adata_ma.obs.gse.unique()}\n",
    "hkg.pp.transform_exprs(adata_ma, groups_col='gse', trns_dict=trns_dict)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1c5bfaad-5e5d-4a6e-9259-def6ad3ed946",
   "metadata": {},
   "source": [
    "## Calculate CV, STB and Gini for microarray dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "id": "f417473a-6e2c-4ff7-88fd-120885dffb1f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CV: computing groups data: 0 1 2 3 \n",
      "Stability: computing groups data: 0 1 2 3 \n",
      "Gini: computing groups data: 0 1 2 3 \n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "AnnData object with n_obs × n_vars = 291 × 20828\n",
       "    obs: 'ar', 'gse'\n",
       "    var: 'mean_GSE14346', 'cv_GSE14346', 'mean_GSE15296', 'cv_GSE15296', 'mean_GSE129166', 'cv_GSE129166', 'mean_GSE46474', 'cv_GSE46474', 'pool_mean', 'pool_std', 'pool_cv', 'stb_GSE14346', 'stb_GSE15296', 'stb_GSE129166', 'stb_GSE46474', 'pool_stability_cv', 'gini_coefficient', 'gini_coefficient_GSE14346', 'gini_coefficient_GSE15296', 'gini_coefficient_GSE129166', 'gini_coefficient_GSE46474'\n",
       "    layers: 'trns_expr'"
      ]
     },
     "execution_count": 112,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "layer = None\n",
    "hkg.mining.exprs_cv(adata_ma, layer=layer, groups_col='gse',return_mean_per_group = True, return_cv_per_group= True)\n",
    "hkg.mining.stability_cv(adata_ma, layer=layer, groups_col='gse', return_stb_cv_per_group=True)\n",
    "hkg.mining.gene_gini_coeff(adata_ma, layer=layer, groups_col='gse')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "id": "7702eb84-cd87-4274-afe1-fb41b451930a",
   "metadata": {},
   "outputs": [],
   "source": [
    "for c in adata_ma.var.columns:\n",
    "    adata_ma.var['log_'+c] = np.log(adata_ma.var[c])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "id": "c02dcb97-d272-4d6e-9c2d-7a0c6edf64f8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AnnData object with n_obs × n_vars = 291 × 20828\n",
       "    obs: 'ar', 'gse'\n",
       "    var: 'mean_GSE14346', 'cv_GSE14346', 'mean_GSE15296', 'cv_GSE15296', 'mean_GSE129166', 'cv_GSE129166', 'mean_GSE46474', 'cv_GSE46474', 'pool_mean', 'pool_std', 'pool_cv', 'stb_GSE14346', 'stb_GSE15296', 'stb_GSE129166', 'stb_GSE46474', 'pool_stability_cv', 'gini_coefficient', 'gini_coefficient_GSE14346', 'gini_coefficient_GSE15296', 'gini_coefficient_GSE129166', 'gini_coefficient_GSE46474', 'log_mean_GSE14346', 'log_cv_GSE14346', 'log_mean_GSE15296', 'log_cv_GSE15296', 'log_mean_GSE129166', 'log_cv_GSE129166', 'log_mean_GSE46474', 'log_cv_GSE46474', 'log_pool_mean', 'log_pool_std', 'log_pool_cv', 'log_stb_GSE14346', 'log_stb_GSE15296', 'log_stb_GSE129166', 'log_stb_GSE46474', 'log_pool_stability_cv', 'log_gini_coefficient', 'log_gini_coefficient_GSE14346', 'log_gini_coefficient_GSE15296', 'log_gini_coefficient_GSE129166', 'log_gini_coefficient_GSE46474'\n",
       "    layers: 'trns_expr'"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# adata_ma.write_h5ad('/mnt/d/housekeeping_genes/adata_MA.h5ad')\n",
    "adata_ma = ad.read_h5ad('./adata_MA.h5ad')\n",
    "adata_ma"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "id": "292b7c07-70f0-4e16-b205-fd43c6296c1a",
   "metadata": {},
   "outputs": [],
   "source": [
    "feats_3_ma = feats_3"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5cfd863d-89fa-49a4-9637-5df9da1471fe",
   "metadata": {},
   "source": [
    "## FIG 3A-L: Plot CV, GINI and Stability cv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "id": "6ba4450c-7c9f-47a8-87ab-f4f14ce439d7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 1 2 3 4 5 6 7 8 9 10 11 "
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1670x1252.5 with 12 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8.35*2,8.35*3/2))\n",
    "\n",
    "x = ['stb_']*4 + ['cv_']*4 + ['gini_coefficient_']*4\n",
    "y = ['cv_']*4 + ['gini_coefficient_']*4 + ['stb_']*4\n",
    "# x = ['log_stb_']*4 + ['log_cv_']*4 + ['log_gini_coefficient_']*4\n",
    "# y = ['log_cv_']*4 + ['log_gini_coefficient_']*4 + ['log_stb_']*4\n",
    "\n",
    "nrow = 3\n",
    "ncols = len(adata_ma.obs.gse.unique())\n",
    "\n",
    "for i,gse in enumerate(adata_ma.obs.gse.unique().tolist()*nrow):\n",
    "    ax = fig.add_subplot(nrow, ncols, i+1)\n",
    "    aux = adata_ma.var\n",
    "    sns.scatterplot(y=y[i]+gse, x=x[i]+gse, edgecolor=None, color='#1f77b4', data=aux.loc[[c for c in aux.index if c not in feats_3_ma ]])\n",
    "    sns.scatterplot(y=y[i]+gse,x=x[i]+gse, edgecolor='black', color='#ff7f0e', data=aux.loc[feats_3_ma,:])\n",
    "    ax.axhline(aux[y[i]+gse].median(), color='black', ls='--', lw=1)\n",
    "    ax.axvline(aux[x[i]+gse].median(), color='black', ls='--', lw=1)\n",
    "    if i in range(4):\n",
    "        ax.set_title(gse)\n",
    "    else:\n",
    "        ax.set_title('')\n",
    "    if i not in [0,4,8]:\n",
    "        ax.set_ylabel('')\n",
    "    else:\n",
    "        ax.set_ylabel(y[i][:-1].replace('stb','stability_cv'))\n",
    "    \n",
    "    ax.set_xlabel(x[i][:-1].replace('stb','stability_cv'))\n",
    "    \n",
    "    texts = []\n",
    "    for l,x_,y_ in aux.loc[feats_3_ma,[x[i]+gse, y[i]+gse]].reset_index().values:\n",
    "        texts.append(ax.text(x_, y_, l,  va='center',ha='center', fontsize=12, style='italic'))\n",
    "    adjust_text(texts, ax=ax, arrowprops=dict(arrowstyle=\"-\", color='k', lw=1.1, alpha=.95),\n",
    "                expand=(2.5, 2.5),\n",
    "               )\n",
    "\n",
    "    # ax.set_xlim(xlim_list[i])\n",
    "    # ax.set_ylim(ylim_list[i])\n",
    "    # xlim_list.append(ax.get_xlim())\n",
    "    # ylim_list.append(ax.get_ylim())\n",
    "\n",
    "    # # ax.get_legend().remove()\n",
    "    # ax.grid(False)\n",
    "    # ax.spines[['left','right', 'top','bottom']].set_visible(False)\n",
    "    # ax.set_yticklabels([])\n",
    "    # ax.set_xticklabels([])\n",
    "    # ax.set_xlabel('')\n",
    "    # ax.set_ylabel('')\n",
    "    # ax.set_title('')\n",
    "    \n",
    "\n",
    "\n",
    "    print(i, end=' ')\n",
    "# fig.tight_layout()\n",
    "fig.savefig('./draft/FIG3AL_MA_VALIDATION_HKG.pdf', format='pdf', dpi=300, bbox_inches='tight')\n",
    "# fig.savefig('/mnt/d/housekeeping_genes/draft/MA_VALIDATION_v2.jpeg', format='jpeg', dpi=300)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6159d971-3411-4891-8ca3-b0768d988a6c",
   "metadata": {},
   "source": [
    "## Entropy of cluster based on proposed Housekeeping genes\n",
    "\n",
    "The ellipses are constructed based on code from matplotlib [website](https://matplotlib.org/stable/gallery/statistics/confidence_ellipse.html)\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "id": "f849247f-6881-4235-819d-2c309b8ad08f",
   "metadata": {},
   "outputs": [],
   "source": [
    "# https://matplotlib.org/stable/gallery/statistics/confidence_ellipse.html\n",
    "\n",
    "from matplotlib.patches import Ellipse\n",
    "import matplotlib.transforms as transforms\n",
    "from mpl_toolkits.axes_grid1.inset_locator import inset_axes\n",
    "\n",
    "def confidence_ellipse(x, y, ax, n_std=3.0, facecolor='none', **kwargs):    \n",
    "    \"\"\"\n",
    "    Create a plot of the covariance confidence ellipse of *x* and *y*.\n",
    "\n",
    "    Parameters\n",
    "    ----------\n",
    "    x, y : array-like, shape (n, )\n",
    "        Input data.\n",
    "\n",
    "    ax : matplotlib.axes.Axes\n",
    "        The axes object to draw the ellipse into.\n",
    "\n",
    "    n_std : float\n",
    "        The number of standard deviations to determine the ellipse's radiuses.\n",
    "\n",
    "    **kwargs\n",
    "        Forwarded to `~matplotlib.patches.Ellipse`\n",
    "\n",
    "    Returns\n",
    "    -------\n",
    "    matplotlib.patches.Ellipse\n",
    "    \"\"\"\n",
    "    if x.size != y.size:\n",
    "        raise ValueError(\"x and y must be the same size\")\n",
    "\n",
    "    cov = np.cov(x, y)\n",
    "    pearson = cov[0, 1]/np.sqrt(cov[0, 0] * cov[1, 1])\n",
    "    # Using a special case to obtain the eigenvalues of this\n",
    "    # two-dimensional dataset.\n",
    "    ell_radius_x = np.sqrt(1 + pearson)\n",
    "    ell_radius_y = np.sqrt(1 - pearson)\n",
    "    ellipse = Ellipse((0, 0), width=ell_radius_x * 2, height=ell_radius_y * 2,\n",
    "                      facecolor=facecolor, **kwargs)\n",
    "\n",
    "    # Calculating the standard deviation of x from\n",
    "    # the squareroot of the variance and multiplying\n",
    "    # with the given number of standard deviations.\n",
    "    scale_x = np.sqrt(cov[0, 0]) * n_std\n",
    "    mean_x = np.mean(x)\n",
    "\n",
    "    # calculating the standard deviation of y ...\n",
    "    scale_y = np.sqrt(cov[1, 1]) * n_std\n",
    "    mean_y = np.mean(y)\n",
    "\n",
    "    transf = transforms.Affine2D() \\\n",
    "        .rotate_deg(45) \\\n",
    "        .scale(scale_x, scale_y) \\\n",
    "        .translate(mean_x, mean_y)\n",
    "\n",
    "    ellipse.set_transform(transf + ax.transData)\n",
    "    return ax.add_patch(ellipse)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d36c1b31-a320-42c3-8bd5-f5619b06bd6a",
   "metadata": {},
   "source": [
    "## FIG 3M-P: Entropy by Kmeans clusters k=2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "id": "daae97ea-e3f6-474f-9efe-42559446286f",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/mnt/d/hkg_wsl_env/lib/python3.12/site-packages/umap/umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n",
      "  warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n",
      "/mnt/d/hkg_wsl_env/lib/python3.12/site-packages/umap/umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n",
      "  warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n",
      "/mnt/d/hkg_wsl_env/lib/python3.12/site-packages/umap/umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n",
      "  warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n",
      "/mnt/d/hkg_wsl_env/lib/python3.12/site-packages/umap/umap_.py:1943: UserWarning: n_jobs value -1 overridden to 1 by setting random_state. Use no seed for parallelism.\n",
      "  warn(f\"n_jobs value {self.n_jobs} overridden to 1 by setting random_state. Use no seed for parallelism.\")\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1670x556.667 with 8 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8.35*2,8.35*2/3))\n",
    "\n",
    "xlim_list = [[2,12],[6,14],[-8,-1],[-1,7]]\n",
    "ylim_list = [[-2,7],[10,18],[7,15],[12,20]]\n",
    "\n",
    "colors = ['#00224e', '#67000d']\n",
    "\n",
    "for i,g in enumerate(['GSE129166','GSE15296','GSE46474','GSE14346']):\n",
    "    if i == 0:\n",
    "        ax_pca = fig.add_subplot(1,4,1+i)\n",
    "    else:\n",
    "        ax_pca = fig.add_subplot(1,4,1+i)\n",
    "        \n",
    "    pca = umap.UMAP(n_neighbors=30, random_state=42)\n",
    "    df_pca = StandardScaler().fit_transform(adata_ma[adata_ma.obs.gse==g, feats_3].to_df('trns_expr').values)\n",
    "\n",
    "    ##\n",
    "    kmeans = KMeans(n_clusters=2, random_state=42)\n",
    "    kmeans.fit(df_pca)\n",
    "    labels = kmeans.labels_\n",
    "    ##    \n",
    "\n",
    "    df_pca = pd.DataFrame(pca.fit_transform(df_pca))\n",
    "    df_pca.index = adata_ma[adata_ma.obs.gse==g, feats_3].obs.index\n",
    "    df_pca['acr'] = adata_ma[adata_ma.obs.gse==g, feats_3].obs.ar# df_pca.index.map(dict(meta[g].acr))\n",
    "    df_pca['clusters'] = labels\n",
    "    x=0\n",
    "    y=1\n",
    "    hue='acr'\n",
    "    hue_order = [0,1]\n",
    "    sns.scatterplot(x=x, y=y, hue=hue, hue_order=hue_order, palette=colors,edgecolor='black', s=10, data=df_pca)\n",
    "    ax_pca.set_ylim(ylim_list[i])\n",
    "    ax_pca.set_xlim(xlim_list[i])\n",
    "    handles, labels = ax_pca.get_legend_handles_labels()\n",
    "    labels = ['non-rejection', 'rejection']\n",
    "    ax_pca.legend(handles=handles, labels=labels, ncol=1)\n",
    "\n",
    "    if i != 0:\n",
    "        ax_pca.set_ylabel('')\n",
    "    else:\n",
    "        ax_pca.set_ylabel('UMAP component 1')\n",
    "\n",
    "    ax_pca.set_xlabel('UMAP component 0')\n",
    "\n",
    "    entropy_list = []\n",
    "    cl_list = []\n",
    "    texts= []\n",
    "    \n",
    "    for cl in np.sort(df_pca.clusters.unique()):\n",
    "        confidence_ellipse(df_pca[df_pca.clusters==cl][0].values,\n",
    "                       df_pca[df_pca.clusters==cl][1].values, ax_pca, edgecolor='black', ls='--', n_std=2)\n",
    "\n",
    "        x, y = (df_pca[df_pca.clusters==cl][[0,1]].sum()/df_pca[df_pca.clusters==cl][[0,1]].shape[0]).values[:2]\n",
    "        ax_pca.text(x, y, cl,  color='black',  weight='bold', va='center',ha='center',bbox=dict(boxstyle='round', facecolor='white', edgecolor=None, alpha=0.5))#\n",
    "\n",
    "        entrp = np.round(entropy(np.unique(df_pca[df_pca.clusters==cl].acr.values, return_counts=True)[1]/np.unique(df_pca[df_pca.clusters==cl].acr.values,\n",
    "                                                                                                                  return_counts=True)[1].sum(), base=2),2)\n",
    "        entropy_list.append(entrp)\n",
    "        cl_list.append(str(cl))\n",
    "\n",
    "    \n",
    "    width_bar=.6\n",
    "    align = 'center'\n",
    "    width=\"20%\"\n",
    "    height=\"30%\"\n",
    "    \n",
    "    ax_com = inset_axes(ax_pca, width=width, height=height, loc=4)  \n",
    "\n",
    "    ax_com.bar(x=cl_list, height=entropy_list,color='gray', width=width_bar, align=align)\n",
    "    ax_com.set_ylabel('Entropy')#, fontsize=20)    \n",
    "    ax_com.tick_params(top=True, labeltop=True, bottom=False, labelbottom=False)\n",
    "    ax_com.set_title('Cluster')\n",
    "    ax_com.set_yticks([0.0,.5,1.0],[0.0,.5,1.0])\n",
    "    ax_com.set_yticklabels([0.0,.5,1.0])\n",
    "    ax_com.grid(False)\n",
    "        \n",
    "fig.savefig('./draft/FIG3ML_microarray_entropy.pdf', format='pdf', dpi=300, bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6aa1385c-51c9-448d-b6c0-ead799d131b5",
   "metadata": {},
   "source": [
    "# GSEA enrichment analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "id": "11010ac1-8632-450f-a6de-aa860512ba20",
   "metadata": {},
   "outputs": [],
   "source": [
    "import gseapy as gp\n",
    "from gseapy import barplot, dotplot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "id": "bd2d7fac-2755-4113-9fbd-cb1105561bd5",
   "metadata": {},
   "outputs": [],
   "source": [
    "genes = ['AP2B1', 'CCNI', 'FBXO7', 'GUK1', 'UBB', 'UBXN6', 'VPS28', 'YBX3', 'MT-CO1']\n",
    "gene_list = adata.var.loc[genes,].sort_values('pool_cv').index.tolist()\n",
    "gene_sets = ['GO_Molecular_Function_2023','GO_Biological_Process_2023']\n",
    "background = adata.var.index.tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "id": "ebb6f0c7-db57-411c-9b99-dc754d4f7dad",
   "metadata": {},
   "outputs": [],
   "source": [
    "enr = gp.enrichr(gene_list=gene_list+['COX1','COX-1'],\n",
    "                 gene_sets=gene_sets,\n",
    "                 organism='homo sapiens', \n",
    "                 outdir=None,\n",
    "                 background=background,\n",
    "                )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "id": "d071b845-e3bc-4a8e-96c4-7087af072d44",
   "metadata": {},
   "outputs": [],
   "source": [
    "enr.results.to_csv('./draft/FIG4A_GSEA_enrichemnt_analysis.csv', index=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "id": "5cf8a6ea-610f-4d76-9ec5-6c1fdb0ad331",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_17258/3271940133.py:17: FutureWarning: The default value of regex will change from True to False in a future version.\n",
      "  res['Term_2'] = res.Term_2.str.replace('Positive Reg. Of Intrinsic Apoptotic Signaling Pathway By P53 Class Mediator ', 'Reg. Of Intrinsic Apoptotic Signaling')\n",
      "/tmp/ipykernel_17258/3271940133.py:18: FutureWarning: The default value of regex will change from True to False in a future version.\n",
      "  res['Term_2'] = res.Term_2.str.replace('Reg. Of Plasma Membrane Bounded Cell Projection Organization', 'Reg. Of Plasma Membrane')\n"
     ]
    }
   ],
   "source": [
    "res = enr.results.copy()\n",
    "res['qty_genes'] = res.Genes.str.split(';').apply(len)\n",
    "res['GO'] = res.Term.str.split('(').str[-1].str.replace(')','', regex=False).values\n",
    "res['Term_2'] = res.Term.str.split('(').str[0].values\n",
    "res['-log10(p-adj)'] = -np.log10(res['Adjusted P-value'])\n",
    "\n",
    "res = pd.concat([res[(res['P-value']<=0.05) & (res['Gene_set']=='GO_Molecular_Function_2023')].sort_values('P-value', ascending=True),\n",
    "                 res[(res['P-value']<=0.05) & (res['Gene_set']=='GO_Biological_Process_2023')].sort_values('P-value', ascending=True).drop_duplicates(subset='Genes')])\n",
    "res['Gene_set'] = res.Gene_set.map({'GO_Molecular_Function_2023':'GO MF','GO_Biological_Process_2023':'GO BP'})\n",
    "\n",
    "res['Term_2'] = res.Term_2.str.replace('Kinase Activity', 'KA')\n",
    "res['Term_2'] = res.Term_2.str.replace('Catabolic Process', 'CP')\n",
    "res['Term_2'] = res.Term_2.str.replace('Metabolic Process', 'MP')\n",
    "res['Term_2'] = res.Term_2.str.replace('Ligase Binding', 'LB')\n",
    "res['Term_2'] = res.Term_2.str.replace('Regulation', 'Reg.')\n",
    "res['Term_2'] = res.Term_2.str.replace('Cyclin-Dependent Protein Serine/Threonine Kinase Regulator Activity', 'Serine/Threonine KA Regulator')\n",
    "res['Term_2'] = res.Term_2.str.replace('Positive Reg. Of Intrinsic Apoptotic Signaling Pathway By P53 Class Mediator ', 'Reg. Of Intrinsic Apoptotic Signaling')\n",
    "res['Term_2'] = res.Term_2.str.replace('Reg. Of Plasma Membrane Bounded Cell Projection Organization', 'Reg. Of Plasma Membrane')\n",
    "res['Term_2'] = res.Term_2.str.replace('Endosome Transport Via Multivesicular Body Sorting Pathway', 'Endosome Transport')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d452ce16-f8c2-4767-b0cd-5a16b3b02bba",
   "metadata": {},
   "source": [
    "## FIG 4A: Enrichment analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "id": "f1ff0007-ef95-4ad7-94df-07bb8e50826c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 417.5x1252.5 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8.35*1/2,8.35*3/2))\n",
    "ax = fig.add_subplot(111)\n",
    "\n",
    "plots = sns.barplot(y='Term_2', x='-log10(p-adj)', hue='Gene_set', dodge=False, data=res, ax=ax)\n",
    "ax.legend(loc='lower left', fontsize=12)\n",
    "\n",
    "texts=[]\n",
    "for y,x,l in res[['-log10(p-adj)','Genes']].reset_index(drop=True).reset_index().values:\n",
    "    texts.append(ax.text(x,y,l.replace(';',', '), ha='right', va='center', color='black', fontsize=12, style='italic'))\n",
    "ax.set_ylabel('')\n",
    "\n",
    "# plt.tight_layout()\n",
    "fig.savefig('./draft/FIG4A_GSEA_enrichemnt_analysis.pdf', format='pdf', dpi=300, bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f08c1106-df5e-43f9-9bca-0e32267f4f8d",
   "metadata": {},
   "source": [
    "# Orthology analaysis\n",
    "\n",
    "We used datasets program from NCBI to dowload the sequences of HKG. Since MT-CO1 is not recognized by the database, we used the synonymous COX1."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "id": "f83a1764-b5f0-4d59-9df5-be343c37c49b",
   "metadata": {},
   "outputs": [],
   "source": [
    "from upsetplot import from_contents\n",
    "from upsetplot import plot"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fc57415d-dbb2-4120-8eae-b7a2e98dfa8c",
   "metadata": {},
   "source": [
    "## bash file to download files from orthology"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "5e3893f6-1cd1-478e-861c-270067eb076a",
   "metadata": {},
   "outputs": [],
   "source": [
    "#FILE ./ortholog_retrieve.sh\n",
    "#!/bin/bash\n",
    "\n",
    "# genes='AP2B1 CCNI FBXO7 GUK1 COX1 UBB UBXN6 VPS28 YBX3'\n",
    "# path='./orthology/'\n",
    "# for g in ${genes}; do\n",
    "#     datasets download gene symbol ${g} --ortholog all\n",
    "#     unzip ${path}ncbi_dataset.zip\n",
    "#     mv ${path}ncbi_dataset ${path}${g}\n",
    "# done"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "101ce75c-da32-4190-a483-bfb75fa570f1",
   "metadata": {},
   "source": [
    "## Code to extarct all children tax_id from ortholog"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "id": "3ef549f7-8ba7-452a-85d7-1a47aa964b60",
   "metadata": {},
   "outputs": [],
   "source": [
    "orth_dict = {g:[] for g in genes}#os.listdir(path)}\n",
    "orth_dict_c = dict()\n",
    "path = './orthology/'\n",
    "all_tax = set()\n",
    "for g in genes:#os.listdir(path):\n",
    "    with open(os.path.join(path+g+'/data/data_report.jsonl'), 'r') as f:\n",
    "        for line in f:\n",
    "            txn = eval(line)['taxId']\n",
    "            if txn not in orth_dict[g]:\n",
    "                orth_dict[g].append(txn)\n",
    "                all_tax.update([txn])\n",
    "    orth_dict_c[g] = len(orth_dict[g])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "362b4c87-1c5c-46cb-aab9-73817ffcade5",
   "metadata": {},
   "source": [
    "## bash file to get all tax_children"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 336,
   "id": "4ac66cfa-e9c5-4b9f-8bdb-db14395eef8e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# I ran ./taxonomy_retrieve.sh to get tax_children\n",
    "# print(' '.join(all_tax))\n",
    "\n",
    "#!/bin/bash\n",
    "\n",
    "# taxids='175797 34773 9483 109280 89462 173247 54380 8868 48193 194408 1234273 8524 40204 7938 59472 372321 9986 80427 90313 30522 59534 310571 59894 221976 1706337 61383 447135 9601 61156 441366 59463 386614 215358 8996 10141 2290929 38626 9157 188344 9708 31138 1094192 143292 214514 225400 8030 9657 27610 13397 9031 308060 9715 80972 10181 8023 244447 130825 9135 60746 7782 1002788 452646 54343 270530 8884 8036 81927 1884717 9694 68408 8017 1415580 9685 43346 37293 93934 286419 300417 13013 35019 90988 62283 9238 9531 9749 309878 51298 259920 30455 84834 32507 51853 202280 9838 575201 8081 9995 13735 100897 9423 89673 59729 8795 99487 889875 7955 8520 36176 38654 233779 9666 260615 75329 48699 723540 47969 303518 161584 9974 8345 9606 9054 77151 992332 8153 127582 27675 1230840 9103 8467 8267 79684 75038 9940 77932 77115 51337 48139 564181 7998 106734 9365 9565 8018 91951 93162 29139 336983 37032 9874 51338 9755 79690 48698 9541 48849 80966 34884 1047088 409849 279965 40151 143302 933632 8957 42254 72105 8663 9244 260995 56313 10090 8260 103695 55661 415023 8167 9690 109478 7888 52904 9994 9430 56716 9258 125878 43689 685728 28377 9886 300413 327740 73337 278164 2962859 175792 7830 202946 29064 148594 50402 146911 69293 170820 9823 13676 13616 296741 70543 7962 7753 32536 27706 460621 160734 101364 61452 8932 208062 9402 37040 48708 30464 9716 210632 451745 161448 159646 9711 30419 499056 2587831 8208 30427 9771 43700 546530 1914991 187106 345164 481883 27771 9796 9983 1868482 240206 75485 1608454 9627 27622 219594 106582 143291 8969 9999 7957 8384 9689 103944 30608 7950 194338 291302 161590 184585 9767 941984 9728 8845 8010 29144 443677 7936 9447 337641 147949 9590 82168 9600 586833 9172 10117 64144 9544 9555 8478 187451 90735 2489341 407982 321398 52239 176057 98922 13677 184440 369639 38775 9598 72004 9669 61221 9978 2857394 33562 94835 34839 495146 8019 7994 185453 2746895 1250792 1606681 10089 7897 109905 328815 109475 1142201 27606 9915 191870 1203425 9568 257877 9002 48701 54180 134902 109678 283035 10093 27697 2059687 9361 82655 35005 30331 649802 80720 75352 44398 10047 10036 74926 74940 87175 433684 9615 13146 30732 8128 57412 41426 60711 7906 299123 433405 9233 27679 205130 2546036 154827 9595 379532 482537 932674 181472 34886 8040 1042646 1825980 9160 27687 43150 46844 27794 1582913 50954 90069 2857398 114329 37181 187382 10029 28737 2871759 85066 8364 195615 1676925 181119 54383 7757 32473 1608482 1192867 38674 488313 9713 8032 8083 156563 8790 9731 8262 9643 9209 1574408 30538 164674 42636 65483 109293 307959 8240 8895 9597 10041 64668 7959 61621 415032 391180 8954 9720 76717 8469 89248 55291 161450 105255 48883 111838 61853 42100 693459 61384 9417 8078 229290 134920 198806 59861 13489 43179 28829 9742 33528 191477 8897 161453 137520 188132 29088 8673 33616 34880 30532 9470 37003 150288 293821 8090 9261 10116 113540 8005 417921 42410 375764 144197 127875 223781 119488 885580 8084 3053191 9913 884348 9515 1841481 13085 57421 52644 8154 491861 61388 90247 9837 186990 9704 27615 159077 9798 56723 678569 8049 97097 42526 8038 9305 10020 345155 31033 9644 441894 121530 230844 34816 132908 94885 63155 478635 9733 188379 356909 9017 39638 310915 129043 8839 52670 208333 109042 158456 36300 419612 3119969 2715852 9691 10160 241271 9662 261503 9371 175836 9117 57068 54374 7918 9739 8168 40690 8236 61622 44394 59479 8496 118200 30640 118141 128390 161592 35540 36723 95912 217509 35658 508554 591936 8177 3034132 494514 30410 9906 29078 8218 176946 9860 64176 7868 2939378 8355 161469 2991368 8502 94827 9793 257770 57397 8407 1196302 41447 66913 8187 175006 246437 42514 30611 161455 28743 9785 29073 100784 299321 81572 9337 8175 8103 105023 37029 120794 48891 29151 10129 286002 269649 1026970 8245 75366 9646 56733 8022 8255 84645 118797 390379 192404 9545 9407 415028 88082 158779 68294 7913 9925 8869 9696 110931'\n",
    "\n",
    "# path='./orthology/tax_children/'\n",
    "# for txid in ${taxids}; do\n",
    "#     datasets download taxonomy taxon ${txid} --children\n",
    "#     unzip ${path}ncbi_dataset.zip\n",
    "#     mv ${path}ncbi_dataset ${path}${txid}\n",
    "#     rm ${path}ncbi_dataset.zip README.md\n",
    "# done"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b05f3306-701b-4019-abe4-e3bf5be3f3a3",
   "metadata": {},
   "source": [
    "## Get information of Phylum, class, order, family, genus and species for each HKG"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "id": "c03b7674-876f-49e6-b42a-142d71fd5bc1",
   "metadata": {},
   "outputs": [],
   "source": [
    "tx_phylum_dict = dict()\n",
    "tx_class_dict = dict()\n",
    "tx_order_dict = dict()\n",
    "tx_family_dict = dict()\n",
    "tx_genus_dict = dict()\n",
    "tx_species_dict = dict()\n",
    "not_found_dict = {t:[] for t in ['phylum','class','order','family','genus','species','not_in_all_tax']}\n",
    "path = './orthology/tax_children/'\n",
    "for tx in os.listdir(path):\n",
    "    with open(os.path.join(path+tx+'/data/taxonomy_report.jsonl'), 'r') as f:\n",
    "        txn = eval(f.readline().strip('\\n').replace('true','\"true\"'))\n",
    "        if 'phylum' in txn['taxonomy']['classification'].keys():\n",
    "            tx_phylum_dict[tx] = txn['taxonomy']['classification']['phylum']['name']\n",
    "        else:\n",
    "            not_found_dict['phylum'].append(tx)\n",
    "            \n",
    "        if 'class' in txn['taxonomy']['classification'].keys():\n",
    "            tx_class_dict[tx] = txn['taxonomy']['classification']['class']['name']\n",
    "        else: \n",
    "            not_found_dict['class'].append(tx)\n",
    "            \n",
    "        if 'order' in txn['taxonomy']['classification'].keys():\n",
    "            tx_order_dict[tx] = txn['taxonomy']['classification']['order']['name']\n",
    "        else:\n",
    "            not_found_dict['order'].append(tx)\n",
    "            \n",
    "        if 'family' in txn['taxonomy']['classification'].keys():\n",
    "            tx_family_dict[tx] = txn['taxonomy']['classification']['family']['name']\n",
    "        else:\n",
    "            not_found_dict['family'].append(tx)\n",
    "\n",
    "        if 'genus' in txn['taxonomy']['classification'].keys():\n",
    "            tx_genus_dict[tx] = txn['taxonomy']['classification']['genus']['name']\n",
    "        else:\n",
    "            not_found_dict['genus'].append(tx)\n",
    "            \n",
    "        if 'species' in txn['taxonomy']['classification'].keys():\n",
    "            tx_species_dict[tx] = txn['taxonomy']['classification']['species']['name']\n",
    "        else:\n",
    "            not_found_dict['species'].append(tx)\n",
    "\n",
    "        if tx not in all_tax:\n",
    "            not_found_dict['not_in_all_tax'].append(tx)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "id": "3509aff4-3bfe-4656-a3c0-7978eb2e5282",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total of phylum:  {'Chordata'}\n",
      "Total of classes:  8 {'Actinopteri', 'Aves', 'Chondrichthyes', 'Lepidosauria', 'Hyperoartia', 'Amphibia', 'Cladistia', 'Mammalia'}\n",
      "Total of order:  111\n",
      "Total of family:  288\n",
      "Total of genus:  500\n",
      "Total of species:  630\n"
     ]
    }
   ],
   "source": [
    "print('Total of phylum: ',set(tx_phylum_dict.values()))\n",
    "print('Total of classes: ',len(set(tx_class_dict.values())),set(tx_class_dict.values()))\n",
    "print('Total of order: ',len(set(tx_order_dict.values())))\n",
    "print('Total of family: ',len(set(tx_family_dict.values())))\n",
    "print('Total of genus: ',len(set(tx_genus_dict.values())))\n",
    "print('Total of species: ',len(set(tx_species_dict.values())))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c5d527ba-7194-463f-b801-46576041a4e9",
   "metadata": {},
   "source": [
    "## FIG S2: upsetplot for taxons.\n",
    "Only well defined clade were considered"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "id": "e3b3dc00-0199-4930-a99c-49c5a850f901",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total of classes:  8\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 355.556x666.667 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8.35*3/2, 8.35*3/4))\n",
    "orth_dict_aux = dict()\n",
    "for k in orth_dict.keys():\n",
    "    orth_dict_aux[k] = list(set([tx_class_dict[tx] for tx in orth_dict[k] if tx in tx_class_dict.keys()]))\n",
    "print('Total of classes: ',len(set(tx_class_dict.values())))\n",
    "orth_genes = from_contents(orth_dict_aux)\n",
    "up = plot(orth_genes, orientation=\"horizontal\", show_counts=True, fig=fig)#, facecolor=\"darkblue\")\n",
    "up['totals'].set_xlabel(\"Classes Qty.\")\n",
    "# plt.show()\n",
    "fig.savefig('./draft/FIGS2A_orthologous_class.pdf', bbox_inches='tight', format='pdf', dpi=300)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "id": "40b3e54a-d639-4a1d-a223-3ca8cee97beb",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total of orders:  111\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1377.78x666.667 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8.35*3/2, 8.35*3/4))\n",
    "orth_dict_aux = dict()\n",
    "for k in orth_dict.keys():\n",
    "    orth_dict_aux[k] = list(set([tx_order_dict[tx] for tx in orth_dict[k] if tx in tx_order_dict.keys()]))\n",
    "print('Total of orders: ',len(set(tx_order_dict.values())))\n",
    "orth_genes = from_contents(orth_dict_aux)\n",
    "up = plot(orth_genes, orientation=\"horizontal\", show_counts=True, fig=fig)#, facecolor=\"darkblue\")\n",
    "up['totals'].set_xlabel(\"Orders Qty.\")\n",
    "# plt.show()\n",
    "fig.savefig('./draft/FIGS2B_orthologous_order.pdf', bbox_inches='tight', format='pdf', dpi=300)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "id": "e5c0fd29-ce3f-49a6-9f1f-2783395301e8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total of families:  288\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2177.78x666.667 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8.35*2, 8.35*3/4))\n",
    "orth_dict_aux = dict()\n",
    "for k in orth_dict.keys():\n",
    "    orth_dict_aux[k] = list(set([tx_family_dict[tx] for tx in orth_dict[k] if tx in tx_family_dict.keys()]))\n",
    "print('Total of families: ',len(set(tx_family_dict.values())))\n",
    "orth_genes = from_contents(orth_dict_aux)\n",
    "up = plot(orth_genes, orientation=\"horizontal\", show_counts=True, fig=fig)#, min_subset_size=2)#, facecolor=\"darkblue\")\n",
    "up['totals'].set_xlabel(\"Families Qty.\")\n",
    "# plt.show()\n",
    "fig.savefig('./draft/FIGS2C_orthologous_family.pdf', bbox_inches='tight', format='pdf', dpi=300)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "id": "18c7cb36-5bbf-4723-b6d2-f4baff107777",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total of genus:  500\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 3022.22x666.667 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8.35*3, 8.35*3/4))\n",
    "orth_dict_aux = dict()\n",
    "for k in orth_dict.keys():\n",
    "    orth_dict_aux[k] = list(set([tx_genus_dict[tx] for tx in orth_dict[k] if tx in tx_genus_dict.keys()]))\n",
    "print('Total of genus: ',len(set(tx_genus_dict.values())))\n",
    "orth_genes = from_contents(orth_dict_aux)\n",
    "up = plot(orth_genes, orientation=\"horizontal\", show_counts=True, fig=fig)#, min_subset_size=3)#, facecolor=\"darkblue\")\n",
    "up['totals'].set_xlabel(\"Genus Qty.\")\n",
    "# plt.show()\n",
    "fig.savefig('./draft/FIGS2D_orthologous_genus.pdf', bbox_inches='tight', format='pdf', dpi=300)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "id": "d0a4ca34-dd09-4197-9e4c-da17e8744380",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total of species:  630\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2505x626.25 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8.35*3, 8.35*3/4))\n",
    "orth_dict_aux = dict()\n",
    "for k in orth_dict.keys():\n",
    "    orth_dict_aux[k] = list(set([tx_species_dict[tx] for tx in orth_dict[k] if tx in tx_species_dict.keys()]))\n",
    "print('Total of species: ',len(set(tx_species_dict.values())))\n",
    "orth_genes = from_contents(orth_dict_aux)\n",
    "# up = plot(orth_genes, orientation=\"horizontal\", show_counts=True, min_degree=7, element_size=30, totals_plot_elements=4)#, min_subset_size=3)#, facecolor=\"darkblue\")fig=fig\n",
    "up = plot(orth_genes, orientation=\"horizontal\", show_counts=True, show_percentages=False,  fig=fig, element_size=None)\n",
    "up['totals'].set_xlabel(\"Species Qty.\")\n",
    "up['intersections'].set_title(\"Species with Orthologous Genes\")\n",
    "for lbl in up['matrix'].get_yticklabels():\n",
    "    lbl.set_style('italic')\n",
    "# plt.show()\n",
    "fig.savefig('./draft/FIGS2E_orthologous_species.pdf', bbox_inches='tight', format='pdf', dpi=300)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7f1dcab7-0c71-4565-bfde-abceaeddfe1b",
   "metadata": {},
   "source": [
    "## FIG 4B: orthologues sharing at least 7 genes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "id": "e8fa9895-52df-4fbc-816c-84f2a3678f97",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total of species:  630\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1252.5x626.25 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8.35*3/2, 8.35*3/4))\n",
    "orth_dict_aux = dict()\n",
    "for k in orth_dict.keys():\n",
    "    orth_dict_aux[k] = list(set([tx_species_dict[tx] for tx in orth_dict[k] if tx in tx_species_dict.keys()]))\n",
    "print('Total of species: ',len(set(tx_species_dict.values())))\n",
    "orth_genes = from_contents(orth_dict_aux)\n",
    "# up = plot(orth_genes, orientation=\"horizontal\", show_counts=True, min_degree=7, element_size=30, totals_plot_elements=4)#, min_subset_size=3)#, facecolor=\"darkblue\")fig=fig\n",
    "up = plot(orth_genes, orientation=\"horizontal\", show_counts=True, show_percentages=False, min_degree=7,  fig=fig, element_size=None)\n",
    "up['totals'].set_xlabel(\"Species Qty.\")\n",
    "up['intersections'].set_title(\"Species with Orthologous Genes\")\n",
    "for lbl in up['matrix'].get_yticklabels():\n",
    "    lbl.set_style('italic')\n",
    "# plt.show()\n",
    "fig.savefig('./draft/FIG4B_orthologous.pdf', bbox_inches='tight', format='pdf', dpi=300)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "id": "f2d10a7b-2f34-46d8-a520-46f61b083f81",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "At least 8 genes:  435\n",
      "At least 7 genes:  536\n"
     ]
    }
   ],
   "source": [
    "print('At least 8 genes: ', 232+1+4+1+40+45+112)\n",
    "print('At least 7 genes: ', 232+1+4+1+40+45+112+8*1+3+2+11+3+4+5+9+9+15+2+30)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "id": "b00d17ed-71c3-460e-9fd1-ccf854ff8071",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "9"
      ]
     },
     "execution_count": 133,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Gens present in Homo Sapiens\n",
    "orth_genes.reset_index().set_index('id').sum(axis=1)['Homo sapiens']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ce2cacb8-e02d-4d81-9fdd-245157388bd2",
   "metadata": {},
   "source": [
    "## Preparing sequences to align. We considered only the first isoform of each sequence"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "id": "a276e32b-a2ba-4357-8c0d-7fced38245a8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['AP2B1', 'CCNI', 'FBXO7', 'GUK1', 'UBB', 'UBXN6', 'VPS28', 'YBX3', 'MT-CO1']"
      ]
     },
     "execution_count": 134,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "genes = ['AP2B1', 'CCNI', 'FBXO7', 'GUK1', 'UBB', 'UBXN6', 'VPS28', 'YBX3', 'MT-CO1']#'COX1']\n",
    "genes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "id": "463afbf4-4218-4ad2-b47d-09e22d19e247",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AP2B1 CCNI FBXO7 GUK1 UBB UBXN6 VPS28 YBX3 MT-CO1 "
     ]
    }
   ],
   "source": [
    "path = './orthology/'\n",
    "for g in genes:\n",
    "    flag = False\n",
    "    header_aux = ['','','']\n",
    "    with open(os.path.join(path,g,'data/protein.faa'), 'r') as fastaobject:\n",
    "        txt = ''\n",
    "        for line in fastaobject:\n",
    "            if line.startswith('>'):\n",
    "                line = line.replace('isoform=a','isoform=X1')\n",
    "                line = line.replace('isoform=1 precursor','isoform=X1') #problem with COX1 header for Homo sapiens\n",
    "                line = line.replace('isoform=1','isoform=X1')                \n",
    "            if line.startswith('>') and (header_aux[2] != line.split(' ')[2]) and (('[isoform=X1]' in  line) or (not '[isoform' in line)):\n",
    "                txt += line\n",
    "                flag = True\n",
    "                header_aux = line.split(' ')\n",
    "            elif (not line.startswith('>')) and flag:\n",
    "                txt += line\n",
    "            else:\n",
    "                flag = False\n",
    "    with open(os.path.join(path,g,'data/one_seq_protein.faa'), 'w') as new_fastaobject:\n",
    "        new_fastaobject.write(txt)\n",
    "\n",
    "    print(g, end=' ')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8761f3c9-6f14-4b03-b091-730f20d9a11d",
   "metadata": {},
   "source": [
    "## Run Clustal Omega to align orthologues"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "id": "a702a6ca-e5f9-446f-a89d-4d7387f17d6f",
   "metadata": {},
   "outputs": [],
   "source": [
    "import subprocess"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "id": "4d3931ca-851d-4f72-9f19-074ff3b483f1",
   "metadata": {},
   "outputs": [],
   "source": [
    "path = './orthology/'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "id": "8e382a5b-b350-458a-8ff8-5d4d713e4f37",
   "metadata": {},
   "outputs": [],
   "source": [
    "# for g in genes:\n",
    "#     subprocess.call(['clustalo', '-i', os.path.join(path,g,'data/one_seq_rna.fna'),\n",
    "#                      '-o', os.path.join(path,g,'data/one_seq_rna.afa'),\n",
    "#                      '-t', 'DNA'], cwd='./',stdout=subprocess.PIPE)\n",
    "#     print(g, end=' ')\n",
    "\n",
    "# for g in ['COX1']:#genes:\n",
    "#     subprocess.call(['clustalo', '-i', os.path.join(path,g,'data/one_seq_protein.faa'),\n",
    "#                      '-o', os.path.join(path,g,'data/one_seq_protein.afa'),\n",
    "#                      '-t', 'Protein', '--force'], cwd='./',stdout=subprocess.PIPE)\n",
    "#     print(g, end=' ')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "099010ef-c78f-42d7-bfa4-e4fc54696803",
   "metadata": {},
   "source": [
    "## Orthology entropy distribution"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cbf241a7-f4fe-4a06-8a5f-c74e0a50ae4f",
   "metadata": {},
   "source": [
    "### get motifs code on [CDD](https://www.ncbi.nlm.nih.gov/cdd)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "id": "3c041729-6474-4684-919e-6cacd1cec1b5",
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy.stats import entropy\n",
    "from Bio.Seq import Seq\n",
    "from Bio import motifs\n",
    "from Bio import AlignIO"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "id": "e8409bb9-7fb0-4ef8-b179-e0c02cbe6722",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_aln_pos(aln, seq_pos):\n",
    "    aln_pos = []\n",
    "    a_pos = 0\n",
    "    hs_idx = 0\n",
    "    for aa in aln:\n",
    "        if 'organism=Homo sapiens' in aa.description:\n",
    "            break\n",
    "        hs_idx +=1\n",
    "        \n",
    "    for i,aa in enumerate(aln.alignment[hs_idx]):\n",
    "        if aa != '-':\n",
    "            a_pos += 1\n",
    "        if a_pos in seq_pos:\n",
    "            aln_pos.append(i)\n",
    "            a_pos += 1\n",
    "    return np.array(aln_pos).reshape(-1,2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "566d597c-e69d-45db-9c84-9f9fc2079fc6",
   "metadata": {},
   "source": [
    "## FIG 4C: Entropy of conserved positions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "id": "ecbeed9b-6bcd-44ba-be7b-20b7b451cc10",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1670x626.25 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8.35*2,8.35*3/4))\n",
    "path = './orthology/'\n",
    "# for i,f in enumerate([f for f in os.listdir(path) if f.endswith('.afa')]):\n",
    "for i,g in enumerate(['YBX3', 'UBB', 'VPS28', 'AP2B1', 'MT-CO1', 'GUK1', 'CCNI', 'UBXN6', 'FBXO7']):\n",
    "    if i == 0:\n",
    "        ax=fig.add_subplot(3,3,1+i)\n",
    "    else:\n",
    "        ax=fig.add_subplot(3,3,1+i, sharey=ax)\n",
    "\n",
    "    fasta = os.path.join(path,g,'data/one_seq_protein.afa')\n",
    "    alignment = AlignIO.read(os.path.join(path,g,'data/one_seq_protein.afa'), 'fasta')\n",
    "\n",
    "    df = pd.DataFrame([aln.seq for aln in alignment], index=[aln.id for aln in alignment])\n",
    "    entropy_list = []\n",
    "    for c in df.columns:\n",
    "        entropy_list.append(entropy(np.unique(df.loc[:,c], return_counts=True)[1]/np.unique(df.loc[:,c], return_counts=True)[1].sum(), base=2))\n",
    "    entropy_list = np.array(entropy_list).reshape(-1, 1)\n",
    "    entropy_list = MinMaxScaler().fit_transform(entropy_list).reshape( len(df.columns) )\n",
    "    \n",
    "    ax.plot(range(len(entropy_list)), entropy_list, lw=.5, color='black')\n",
    "    ax.set_title('')#g.upper(), style='italic')\n",
    "    ax.set_xticklabels([])\n",
    "    if i in [6]:\n",
    "        ax.set_ylabel('Normalized entropy')\n",
    "    else:\n",
    "        ax.set_ylabel('')\n",
    "    if i in [6]:\n",
    "        ax.set_xlabel('Protein positions')\n",
    "    else:\n",
    "        ax.set_xlabel('')\n",
    "\n",
    "    ax.text(-.5, .89, g, fontdict={'style':'italic'})#, bbox=dict(fc=\"white\", ec='white', lw=.5,alpha=.25))\n",
    "\n",
    "    if g == 'AP2B1':\n",
    "        [ax.axvspan(i, j, alpha=0.5, color='c') for i,j in get_aln_pos(alignment, [11, 534, 731, 831, 840, 950])]\n",
    "    elif g == 'CCNI':\n",
    "        [ax.axvspan(i, j, alpha=0.5, color='c') for i,j in get_aln_pos(alignment, [44, 142, 146, 218])]\n",
    "    elif g == 'FBXO7':\n",
    "        [ax.axvspan(i, j, alpha=0.5, color='c') for i,j in get_aln_pos(alignment, [332, 376])]\n",
    "    elif g == 'GUK1':\n",
    "        [ax.axvspan(i, j, alpha=0.5, color='c') for i,j in get_aln_pos(alignment, [26, 208])]\n",
    "    elif g == 'UBB':\n",
    "        [ax.axvspan(i, j, alpha=0.5, color='c') for i,j in get_aln_pos(alignment, [1, 228])]\n",
    "    elif g == 'UBXN6':\n",
    "        [ax.axvspan(i, j, alpha=0.5, color='c') for i,j in get_aln_pos(alignment, [158, 263, 336, 409])]\n",
    "    elif g == 'VPS28':\n",
    "        [ax.axvspan(i, j, alpha=0.5, color='c') for i,j in get_aln_pos(alignment, [39, 219])]\n",
    "    elif g == 'YBX3':\n",
    "        [ax.axvspan(i, j, alpha=0.5, color='c') for i,j in get_aln_pos(alignment, [91, 160])]\n",
    "    elif g == 'MT-CO1':\n",
    "        [ax.axvspan(i, j, alpha=0.5, color='c') for i,j in get_aln_pos(alignment, [32, 69, 89, 575])]\n",
    "        \n",
    "# fig.tight_layout()\n",
    "fig.savefig(fname='./draft/FIG4C_entropy_conservative_sites_v2.pdf', bbox_inches='tight', format='pdf', dpi=300)\n",
    "# fig.savefig(**{'fname':'./housekeeping_genes/draft/FIG4C_entropy_conservative_sites_v2.pdf', 'bbox_inches':'tight','format':'pdf', 'dpi':300})"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6a709e81-c13a-4820-b405-69a6b6c72928",
   "metadata": {},
   "source": [
    "- **AP2B1:**\n",
    "    - 11-534 aa pfam01602 Adaptin_N: Adaptin N terminal region -> Clathrin Adaptor Activity: This family consists of the N terminal region of various alpha, beta and gamma subunits of the AP-1, AP-2 and AP-3 adaptor protein complexes. The adaptor protein (AP) complexes are involved in the formation of clathrin-coated pits and vesicles [1]. The N-terminal region of the various adaptor proteins (APs) is constant by comparison to the C-terminal which is variable within members of the AP-2 family[2]; and it has been proposed that this constant region interacts with another uniform component of the coated vesicles [2]. [link](https://www.ebi.ac.uk/interpro/entry/pfam/PF01602/)\n",
    "    - 731-831 aa \n",
    "smart0080 \r\n",
    "Alpha_adaptinC2: Adaptin C-terminal doma: \n",
    "Adaptins are components of the adaptor complexes which link clathrin to receptors in coated vesicles. Clathrin-associated protein complexes are believed to interact wit  the cytoplasmic tails of membrane proteins, leading to their selection and concentration. Gamma-adaptin is a subunit of the golgi adaptor. Alpha adaptin is a heterotetramer tha  regulates clathrin-bud formation. The carboxyl-terminal appendage of the alpha subunit regulates translocation of endocytic accessory proteins to the bud site. This Ig-fold domain i  found in alpha, beta and gamma adaptins and consists of a beta-sandwich containing 7 strands in 2 beta-sheets in a greek-key topology.. The adaptor appendage contains an additional  -terminal strand [link](https://www.ncbi.nlm.nih.gov/Structure/cdd/cddsrv.cgi?uid=smart00809).\n",
    "    - 840-950 aa \n",
    "smart0102 \r\n",
    "B2-adapt-app_C: Beta2-adaptin appendage, C-terminal sub-dom: Members of this family adopt a structure consisting of a 5 stranded beta-sheet, flanked by one alpha helix on the outer side, and by two alpha helices on the inner side. This domain is required for binding to clathrin, and its subsequent polymerisation. Furthermore, a hydrophobic patch present in the domain also binds to a subset of D-phi-F/W motif-containing proteins that are bound by the alpha-adaptin appendage domain.  [link](https://www.ncbi.nlm.nih.gov/Structure/cdd/cddsrv.cgi?uid=smart01020).ainin"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "79291dc1-ce3f-4524-bb7f-686c0884955d",
   "metadata": {},
   "source": [
    "- **CCNI:**\n",
    "    - 44-142 aa \n",
    "cd2052 \r\n",
    "CYCLIN_CCNI-like: cyclin box found in cyclin-I (CCNI) and similar protei. CCNI is an atypical cyclin because it is most abundant in post-mitotic cells. It is involved in various biological processes, such as cell survival, angiogenesis, cell differentiation, and cell cycle progression. CCNI contains a typical cyclin box near the N-terminus and a PEST sequence near the C-terminus. The cyclin box is a protein binding domain. [link](https://www.ncbi.nlm.nih.gov/Structure/cdd/cddsrv.cgi?uid=cd20526)\n",
    "    - 146-218 aa \n",
    "cl4045 \r\n",
    "CYCLIN_SF: Cyclin box fold superfami. The cyclin box is a protein binding domain that functions in cell-cycle and transcriptional control. It is about 100 amino acids in length, composed of five helices, and is present in cyclins, transcription initiation factor IIB (TFIIB), and retinoblastoma tumour suppressor protein (Rb). Cyclins consist of 8 classes of cell cycle regulators that function as regulatory subunits of cyclin-dependent kinases (CDKs), which are serine/threonine kinases. The catalytic activities of CDKs are modulated not only by their interactions with cyclins but also by CDK inhibitors (CKIs). CDKs, cyclins and CKIs play key roles in transcription, epigenetic regulation, metabolism, stem cell self-renewal, neuronal functions, and spermatogenesis. TFIIB is a transcription factor that binds the TATA box. Members in this superfamily contain one or two copies of the cyclin box. [link](https://www.ncbi.nlm.nih.gov/Structure/cdd/cddsrv.cgi?uid=cl40454)lyns"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5b31e918-bb8b-4511-8794-348e0e082c90",
   "metadata": {},
   "source": [
    "- **FBXO7:**\n",
    "    - 332-376 aa FBXO7, also called FBX7, is the substrate-recognition component of an SCF (SKP1-CUL1-F-box protein) E3 ubiquitin-protein ligase complex which mediates the ubiquitination and subsequent proteasomal degradation of target proteins. It recognizes BIRC2 and DLGAP5. FBXO7 plays a role downstream of PINK1 in the clearance of damaged mitochondria via selective autophagy (mitophagy) by targeting PRKN to dysfunctional depolarized mitochondria. It promotes MFN1 ubiquitination. FBXO7 acts as a cell cycle regulator by enhancing cyclin D/cyclin-dependent kinase 6 (Cdk6) complex formation and stabilizing levels of p27, a cyclin-dependent kinase inhibitor. Mutations in the FBXO7 (PARK15) gene have been implicated in a juvenile form of parkinsonism called parkinsonian pyramidal syndrome (PPS), characterized by Parkinsonian symptoms and pyramidal tract signs. The F-box domain has a role in mediating protein-protein interactions in a variety of contexts, such as polyubiquitination, transcription elongation, centromere binding and translational repression. [link](https://www.ncbi.nlm.nih.gov/Structure/cdd/cddsrv.cgi?uid=438859)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a28f8623-7a6a-45fe-a200-4171b2c2f434",
   "metadata": {},
   "source": [
    "- **GUK1:**\n",
    "    - 26-208 aa \n",
    "TIGR0326 \r\n",
    "guanyl_kin: guanylate kina. Members of this family are the enzyme guanylate kinase, also called GMP kinase. This enzyme transfers a phosphate from ATP to GMP, yielding ADP and GDP. (Purines, pyrimidines, nucleosides, and nucleotides, Nucleotide and nucleoside interconversions) [link](https://www.ncbi.nlm.nih.gov/Structure/cdd/cddsrv.cgi?uid=TIGR03263)se"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "32d364a6-a480-4bd8-adea-3dd04f6db4c3",
   "metadata": {},
   "source": [
    "- **UBB:**\n",
    "    - 1-76 aa \n",
    "cd0180 \r\n",
    "Ubl_ubiquitin: ubiquitin-like (Ubl) domain found in ubiquit. Ubiquitin is a protein modifier in eukaryotes that is involved in various cellular processes, including transcriptional regulation, cell cycle control, and DNA repair. Ubiquitination is comprised of a cascade of E1, E2 and E3 enzymes that results in a covalent bond between the C-terminus of ubiquitin and the epsilon-amino group of a substrate lysine. Ubiquitin-like (Ubl) proteins have similar ubiquitin beta-grasp fold and attach to other proteins in a Ubl manner but with biochemically distinct roles. Ubiquitin (Ub)and Ubl proteins conjugate and deconjugate via ligases and peptidases to covalently modify target polypeptides. Ub includes Ubq/RPL40e and Ubq/RPS27a fusions as well as homopolymeric multiubiquitin protein chains. [link](https://www.ncbi.nlm.nih.gov/Structure/cdd/cddsrv.cgi?uid=cd01803)\n",
    "    - 77-152 aa \n",
    "cd0180 \r\n",
    "Ubl_ubiquitin: ubiquitin-like (Ubl) domain found in ubiquit. \"\n",
    "    - 153-228 aa \n",
    "cd0180 \r\n",
    "Ubl_ubiquitin: ubiquitin-like (Ubl) domain found in ubiquit. \"ininin"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6415665d-ceb6-4dc6-b9ff-5823970afd0f",
   "metadata": {},
   "source": [
    "- **UBXN6:**\n",
    "    - 158-263 aa \n",
    "cd1046 \r\n",
    "PUB_UBXD1: PNGase/UBA or UBX (PUB) domain of UBX. This PUB domain is found in p97 adaptor protein UBXD1 (UBX domain-containing protein 1, also called UBXD6). It functions as a p97 (also known as valosin-containing protein or VCP) adaptor by interacting with the D1 and/or D2 ATPase domains. The type II AAA+ ATPase p97 is involved in a variety of cellular processes such as the deglycosylation of ERAD substrates, membrane fusion, transcription factor activation and cell cycle regulation through differential binding to specific adaptor proteins. The PUB domain in UBX-domain protein 1 (UBXD1), which is widely expressed in higher eukaryotes, except for fungi, and which is involved in substrate recruitment to p97, interacts strongly with the C-terminus of p97. UBXD1 also interacts with HRD1 and HERP, both components of the ERAD pathway, via p97. It is possibly involved in aggresome formation; aggresomes are perinuclear compartments that contain misfolded proteins colocalized with centrosome markers.[link](https://www.ncbi.nlm.nih.gov/Structure/cdd/cddsrv.cgi?uid=cd10460)\n",
    "    - 336-409 aa \n",
    "cd1611 \r\n",
    "UBX_UBXN6: Ubiquitin regulatory domain X (UBX) found in UBX domain protein 6 (UBXN6) and similar protei. UBXN6, also termed UBX domain-containing protein 1 (UBXD1), and UBXDC2, belongs to the UBXD family of proteins that contains the ubiquitin regulatory domain X (UBX) with a beta-grasp ubiquitin-like fold, but without the C-terminal double glycine motif. UBX domain is typically located at the carboxyl terminus of proteins, and participates broadly in the regulation of protein degradation. UBXN6 acts as a cofactor of p97 (also known as VCP or Cdc48), which is a homohexameric AAA ATPase (ATPase associated with a variety of activities) involved in a variety of functions ranging from cell-cycle regulation to membrane fusion and protein degradation. Unlike other p97 cofactors that binds the N-domain of p97 through their UBX domain, UBXN6 binds p97 in two regions, at the p97 C terminus via a PUB domain and at the p97 N-domain with a short linear interaction motif termed VIM. Its UBX domain is not functional for the binding of p97. The UBXN6-p97 complex regulates the endolysosomal sorting of ubiquitylated plasma membrane protein caveolin-1 (CAV1), as well as the trafficking of ERGIC-53-containing vesicles by controlling the interaction of transport factors with the cytoplasmic tail of ERGIC-53. In addition, UBXN6 is a regulatory component of endoplasmic reticulum-associated degradation (ERAD) that may modulate the adaptor binding to p97. [link](https://www.ncbi.nlm.nih.gov/Structure/cdd/cddsrv.cgi?uid=cd16119)nsD1"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "714f38de-17b8-47b2-aecf-6a89c69fb270",
   "metadata": {},
   "source": [
    "- **VPS28:**\n",
    "    - 39-219 aa \n",
    "pfam0399 \r\n",
    "VPS28: VPS28 prote. [link](https://www.ncbi.nlm.nih.gov/Structure/cdd/cddsrv.cgi?uid=pfam03997)in"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d0d6a11f-020b-49a3-be61-52ed4b5c01d5",
   "metadata": {},
   "source": [
    "- **YBX3:**\n",
    "    - 91-160 aa \n",
    "pfam0031 \r\n",
    "CSD: 'Cold-shock' DNA-binding doma. [link](https://www.ncbi.nlm.nih.gov/Structure/cdd/cddsrv.cgi?uid=pfam00313)in"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d82cd989-33c2-4788-998e-c09a16c080fa",
   "metadata": {},
   "source": [
    "- **MT-CO1 (COX1)**:\n",
    "    - 32-69 aa \n",
    "cd0005 \r\n",
    "EGF_CA: Calcium-binding EGF-like domain, present in a large number of membrane-bound and extracellular (mostly anima proteins. Calcium-binding EGF-like domain, present in a large number of membrane-bound and extracellular (mostly animal) proteins. Many of these proteins require calcium for their biological function and calcium-binding sites have been found to be located at the N-terminus of particular EGF-like domains; calcium-binding may be crucial for numerous protein-protein interactions. Six conserved core cysteines form three disulfide bridges as in non calcium-binding EGF domains, whose structures are very similar. EGF_CA can be found in tandem repeat arrangements  [link](https://www.ncbi.nlm.nih.gov/Structure/cdd/cddsrv.cgi?uid=cd00054).\n",
    "    - 89-575 aa \n",
    "cd0981 \r\n",
    "prostaglandin_endoperoxide_synthase: Animal prostaglandin endoperoxide synthase and related bacterial protei. Animal prostaglandin endoperoxide synthase and related bacterial proteins. \n",
    "Animal prostaglandin endoperoxide synthases, including prostaglandin H2 synthase and a set of similar bacterial proteins which may function as cyclooxygenases. Prostaglandin H2 synthase catalyzes the synthesis of prostaglandin H2 from arachidonic acid. In two reaction steps, arachidonic acid is converted to Prostaglandin G2, a peroxide (cyclooxygenase activity) and subsequently converted to the end product via the enzyme's peroxidase activity. Prostaglandin H2 synthase is the target of aspirin and other non-steroid anti-inflammatory drugs such as ibuprofen, which block the substrate's access to the active site and may acetylate a conserved serine residue. In humans and other mammals, prostaglandin H2 synthase (PGHS), also called cyclooxygenase (COX) is present as at least two isozymes, PGHS-1 (or COX-1) and PGHS-2 (or COX-2), respectively. PGHS-1 is expressed constitutively in most mammalian cells, while the expression of PGHS-2 is induced via inflammation response in endothelial cells, activated macrophages, and others. COX-3 is a splice variant of COX-1  [link](https://www.ncbi.nlm.nih.gov/Structure/cdd/cddsrv.cgi?uid=cd09816).nsns"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "221094cc-7ed4-41f6-b595-aa11b9d040a4",
   "metadata": {},
   "source": [
    "# Find biomarkers in\n",
    "RNA-SEQ GSE175718"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b95e5663-43e4-4519-969d-2e166087372a",
   "metadata": {},
   "source": [
    "## Read adata with all genes\n",
    "\n",
    "We keep only genes that are in microarray as well. So we can test the model in this kind of data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "id": "dda9f6a4-1a4e-45b4-8c83-8fb5c00f4d88",
   "metadata": {},
   "outputs": [],
   "source": [
    "genes = ['AP2B1', 'CCNI', 'FBXO7', 'GUK1', 'UBB', 'UBXN6', 'VPS28', 'YBX3', 'MT-CO1']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "id": "bde8780f-d1b2-4039-8c5e-079aa08440e2",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_gens = pd.read_csv('./Microarray_RNAseq_mygene_translation.csv', index_col=0, header=None, names=['GeneNames','TranslationStatus'])\n",
    "\n",
    "df_gens.loc[(df_gens.index.str.contains('1553538_s_at')),'GeneNames'] = 'MT-CO1'\n",
    "df_gens.loc[(df_gens.index.str.contains('1553538_s_at')),'TranslationStatus'] = 'ok'\n",
    "\n",
    "df_gens.loc[(df_gens.index.str.contains('220757_s_at')),'GeneNames'] = 'UBXN6'\n",
    "df_gens.loc[(df_gens.index.str.contains('220757_s_at')),'TranslationStatus'] = 'ok'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "id": "782f1b23-c29e-4479-88e4-3593c51ac177",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_17258/2276922270.py:9: ImplicitModificationWarning: Trying to modify attribute `.var` of view, initializing view as actual.\n",
      "  adata_ml.var['equivalent'] = adata_ml.var.equivalent.astype(str)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "AnnData object with n_obs × n_vars = 384 × 20147\n",
       "    obs: 'abmrh', 'tcmr', 'ar', 'gse', 'gse_time', 'gse_patient', 'louvain_group', 'UMAP_1', 'UMAP_2'\n",
       "    var: 'equivalent'\n",
       "    layers: 'count'"
      ]
     },
     "execution_count": 145,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "adata_ml = ad.read_h5ad('./adata_RNAseq_louvain.h5ad')\n",
    "\n",
    "# Keep only samples from study GSE175718\n",
    "# Keep genes present on Macroarray datasets\n",
    "adata_ml = adata_ml[adata_ml.obs.gse=='GSE175718',\n",
    "                    adata_ml.var.index.isin(df_gens[df_gens.TranslationStatus=='ok'].GeneNames.unique())]\n",
    "\n",
    "# Rename housekeeping genes from equivalent vs non_equivalent\n",
    "adata_ml.var['equivalent'] = adata_ml.var.equivalent.astype(str)\n",
    "adata_ml.var.loc[genes, 'equivalent'] = 'housekeeping_genes'\n",
    "adata_ml.var['equivalent'] = adata_ml.var.equivalent.astype('category')\n",
    "\n",
    "adata_ml"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "71e44c9b-11d8-4f96-91d3-1dc9cde3ab93",
   "metadata": {},
   "source": [
    "# Machine learning modeling"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "id": "7f0746d1-8904-46e0-bf0c-0b856573fe9e",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import GridSearchCV, StratifiedKFold, RandomizedSearchCV , cross_validate, KFold, ShuffleSplit, GroupKFold, LeaveOneOut, RepeatedStratifiedKFold\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.neural_network import MLPClassifier\n",
    "from sklearn.feature_selection import SelectFromModel, RFE\n",
    "from sklearn.metrics import roc_auc_score, accuracy_score, f1_score, make_scorer, precision_score, recall_score\n",
    "from sklearn.ensemble import RandomForestClassifier, AdaBoostClassifier, GradientBoostingClassifier\n",
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "from sklearn.svm import SVC\n",
    "from sklearn.cluster import KMeans\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.gaussian_process import GaussianProcessClassifier\n",
    "\n",
    "import xgboost as xgb\n",
    "\n",
    "from imblearn.under_sampling import RandomUnderSampler\n",
    "from imblearn.over_sampling import ADASYN, SMOTE\n",
    "from imblearn.pipeline import Pipeline\n",
    "\n",
    "import hdbscan"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "id": "897be84a-9daa-4567-89a0-46b86a048fcd",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Markers from paper of this dataset\n",
    "mkr = ['HOMER3','CD14','IFI27','ZEB2','IL18R1','DAAM2','GBP5','NKG7','PATL2','DGKH','SLAMF7']\n",
    "gn = np.where(adata_ml.var.index.isin(mkr))[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9464f9c0-199c-4561-8716-7faf4a83e1ed",
   "metadata": {},
   "source": [
    "## Detect outliers with HDBSCAN\n",
    "\n",
    "Detec outliers to exclude them from the traning-testing process. this algorithm flag outliers with -1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 148,
   "id": "1961b663-bb66-41a4-9eff-c70b1fd43178",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(array([-1,  0,  1]), array([  5, 351,  28]))\n"
     ]
    }
   ],
   "source": [
    "ol_detection = hdbscan.HDBSCAN().fit(adata_ml.X)\n",
    "print(np.unique(ol_detection.labels_, return_counts=True))\n",
    "adata_ml.obs.loc[:,'outliers_hdbscan'] = ol_detection.labels_"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2b0d609e-8a1f-4cd6-9963-e595c77c13ad",
   "metadata": {},
   "source": [
    "We excluded SRR14675592 because it is only zeros for hkg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 149,
   "id": "6618ee98-90f8-4e20-94ee-afa00a066a63",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "ArrayView([[0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]])"
      ]
     },
     "execution_count": 149,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "adata_ml[adata_ml.obs.index=='SRR14675592', gn].X"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 150,
   "id": "a49e931d-69e3-4979-a913-ae285ab8a4f7",
   "metadata": {},
   "outputs": [],
   "source": [
    "adata_ml.obs.loc[adata_ml.obs.index=='SRR14675592','outliers_hdbscan'] = -1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "id": "e2b7a3e2-680b-4cbf-b679-46fb8b5138e5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>abmrh</th>\n",
       "      <th>tcmr</th>\n",
       "      <th>ar</th>\n",
       "      <th>gse</th>\n",
       "      <th>gse_time</th>\n",
       "      <th>gse_patient</th>\n",
       "      <th>louvain_group</th>\n",
       "      <th>UMAP_1</th>\n",
       "      <th>UMAP_2</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>outliers_hdbscan</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>-1</th>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>351</td>\n",
       "      <td>351</td>\n",
       "      <td>351</td>\n",
       "      <td>351</td>\n",
       "      <td>351</td>\n",
       "      <td>351</td>\n",
       "      <td>351</td>\n",
       "      <td>351</td>\n",
       "      <td>351</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>27</td>\n",
       "      <td>27</td>\n",
       "      <td>27</td>\n",
       "      <td>27</td>\n",
       "      <td>27</td>\n",
       "      <td>27</td>\n",
       "      <td>27</td>\n",
       "      <td>27</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  abmrh  tcmr   ar  gse  gse_time  gse_patient  louvain_group  \\\n",
       "outliers_hdbscan                                                                \n",
       "-1                    6     6    6    6         6            6              6   \n",
       " 0                  351   351  351  351       351          351            351   \n",
       " 1                   27    27   27   27        27           27             27   \n",
       "\n",
       "                  UMAP_1  UMAP_2  \n",
       "outliers_hdbscan                  \n",
       "-1                     6       6  \n",
       " 0                   351     351  \n",
       " 1                    27      27  "
      ]
     },
     "execution_count": 151,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "adata_ml.obs.groupby('outliers_hdbscan').count()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6785bdf6-d7ba-432c-87a3-c5401578644a",
   "metadata": {},
   "source": [
    "## Excluding outliers\n",
    "\n",
    "In total 6 sampels were excluded from the samples."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "id": "91bc12da-4622-4881-b831-9f7b7655de31",
   "metadata": {},
   "outputs": [],
   "source": [
    "adata_ml = adata_ml[adata_ml.obs.outliers_hdbscan!=-1]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1538bc6d-ec3f-48dd-b10f-674d7865fdb9",
   "metadata": {},
   "source": [
    "## Calculate regular normalization methods (TMM, MRN, TPM)\n",
    "\n",
    "We calculated the TMM and MRN after excluding outlier samples."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "74643847-6072-4ecd-892c-1e33283cdaaf",
   "metadata": {},
   "source": [
    "### Normalization by MRN"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "id": "3c699852-37f2-4064-bcc1-99cbb19b5a8b",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/mnt/d/hkg_wsl_env/lib/python3.12/site-packages/pandas/core/indexing.py:1728: ImplicitModificationWarning: Trying to modify attribute `.obs` of view, initializing view as actual.\n",
      "  self.obj[key] = value\n"
     ]
    }
   ],
   "source": [
    "adata_ml.obs.loc[:,'type'] = adata_ml.obs.gse.map({'GSE175718': 'MRN'})#, 'GSE120649':'MRN', 'GSE112927':'MRN', 'GSE86884':'MRN'})\n",
    "trns_dict = dict(adata_ml.obs[['gse','type']].values)\n",
    "hkg.pp.transform_exprs(adata_ml, layer='count', groups_col='gse', trns_dict=trns_dict)\n",
    "adata_ml.layers['MRN'] = adata_ml.layers['trns_expr']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3f9f1a03-dbd9-4343-ad15-5fe70034bf6c",
   "metadata": {},
   "source": [
    "### Normalization by TMM"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "id": "adf63ceb-df33-4b38-92d4-78c7640c9f67",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_17258/2045834543.py:1: DeprecationWarning: In a future version, `df.iloc[:, i] = newvals` will attempt to set the values inplace instead of always setting a new array. To retain the old behavior, use either `df[df.columns[i]] = newvals` or, if columns are non-unique, `df.isetitem(i, newvals)`\n",
      "  adata_ml.obs.loc[:,'type'] = adata_ml.obs.gse.map({'GSE175718': 'TMM'})#, 'GSE120649':'MRN', 'GSE112927':'MRN', 'GSE86884':'MRN'})\n"
     ]
    }
   ],
   "source": [
    "adata_ml.obs.loc[:,'type'] = adata_ml.obs.gse.map({'GSE175718': 'TMM'})#, 'GSE120649':'MRN', 'GSE112927':'MRN', 'GSE86884':'MRN'})\n",
    "trns_dict = dict(adata_ml.obs[['gse','type']].values)\n",
    "hkg.pp.transform_exprs(adata_ml, layer='count', groups_col='gse', trns_dict=trns_dict)\n",
    "adata_ml.layers['TMM'] = adata_ml.layers['trns_expr']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c04627d3-0dcc-4f7e-afcd-8461a62b3717",
   "metadata": {},
   "source": [
    "### Normalization of TMM to log(TMM) using arcsinh transformation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 155,
   "id": "832c5a5e-235e-461f-b2c2-2d53712a6d8d",
   "metadata": {},
   "outputs": [],
   "source": [
    "hkg.pp.log_transform(adata_ml, layer=None, method='arcsinh')\n",
    "\n",
    "# TPM\n",
    "adata_ml.layers['TPM'] = adata_ml.X\n",
    "\n",
    "# TMM + 1\n",
    "adata_ml.layers['TPM1p'] = 1 + adata_ml.X"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 156,
   "id": "c6a873ee-4e48-4ba0-9aca-cf5614b28b74",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AnnData object with n_obs × n_vars = 378 × 20147\n",
       "    obs: 'abmrh', 'tcmr', 'ar', 'gse', 'gse_time', 'gse_patient', 'louvain_group', 'UMAP_1', 'UMAP_2', 'outliers_hdbscan', 'type'\n",
       "    var: 'equivalent'\n",
       "    layers: 'count', 'trns_expr', 'MRN', 'TMM', 'arcsinh', 'TPM', 'TPM1p'"
      ]
     },
     "execution_count": 156,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "adata_ml"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 157,
   "id": "78691bf6-c5ef-4a7a-852f-751f610b7904",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Exclude equivalent genes to find biomarkers\n",
    "adata_ml = adata_ml[:,adata_ml.var.equivalent!='equivalent']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "947529d8-583a-4e58-a9da-391651862531",
   "metadata": {},
   "source": [
    "## Excluding genes with zeros expression in half of samples in each condition at same time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 158,
   "id": "1893df33-a164-497f-bff5-6dd1f4dae7b2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>abmrh</th>\n",
       "      <th>tcmr</th>\n",
       "      <th>gse</th>\n",
       "      <th>gse_time</th>\n",
       "      <th>gse_patient</th>\n",
       "      <th>louvain_group</th>\n",
       "      <th>UMAP_1</th>\n",
       "      <th>UMAP_2</th>\n",
       "      <th>outliers_hdbscan</th>\n",
       "      <th>type</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ar</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>243</td>\n",
       "      <td>243</td>\n",
       "      <td>243</td>\n",
       "      <td>243</td>\n",
       "      <td>243</td>\n",
       "      <td>243</td>\n",
       "      <td>243</td>\n",
       "      <td>243</td>\n",
       "      <td>243</td>\n",
       "      <td>243</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>135</td>\n",
       "      <td>135</td>\n",
       "      <td>135</td>\n",
       "      <td>135</td>\n",
       "      <td>135</td>\n",
       "      <td>135</td>\n",
       "      <td>135</td>\n",
       "      <td>135</td>\n",
       "      <td>135</td>\n",
       "      <td>135</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    abmrh  tcmr  gse  gse_time  gse_patient  louvain_group  UMAP_1  UMAP_2  \\\n",
       "ar                                                                           \n",
       "0     243   243  243       243          243            243     243     243   \n",
       "1     135   135  135       135          135            135     135     135   \n",
       "\n",
       "    outliers_hdbscan  type  \n",
       "ar                          \n",
       "0                243   243  \n",
       "1                135   135  "
      ]
     },
     "execution_count": 158,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "adata_ml.obs.groupby('ar').count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 159,
   "id": "302cffa0-3c7a-4240-8d73-26a35d493432",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(8491, 8488, 8372)"
      ]
     },
     "execution_count": 159,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "md_0 = np.median((adata_ml[adata_ml.obs.ar=='0',:].X==0).sum(axis=0))\n",
    "md_1 = np.median((adata_ml[adata_ml.obs.ar=='1',:].X==0).sum(axis=0))\n",
    "\n",
    "set_0 = set(adata_ml[:,(adata_ml[adata_ml.obs.ar=='0',:].X==0).sum(axis=0) >= md_0].var.index)\n",
    "set_1 = set(adata_ml[:,(adata_ml[adata_ml.obs.ar=='1',:].X==0).sum(axis=0) >= md_1].var.index)\n",
    "\n",
    "len(set_0), len(set_1), len(set_0.intersection(set_1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 160,
   "id": "7403dba5-1d76-40bf-a28d-75a1a849cb7d",
   "metadata": {},
   "outputs": [],
   "source": [
    "adata_ml = adata_ml[:, list(set(adata_ml.var.index).difference( set_0.intersection(set_1) ))]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 161,
   "id": "f4a05847-03cf-4332-ad00-1f2401838882",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "View of AnnData object with n_obs × n_vars = 378 × 8582\n",
       "    obs: 'abmrh', 'tcmr', 'ar', 'gse', 'gse_time', 'gse_patient', 'louvain_group', 'UMAP_1', 'UMAP_2', 'outliers_hdbscan', 'type'\n",
       "    var: 'equivalent'\n",
       "    layers: 'count', 'trns_expr', 'MRN', 'TMM', 'arcsinh', 'TPM', 'TPM1p'"
      ]
     },
     "execution_count": 161,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "adata_ml"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4e08b595-ed67-4e12-84c1-7ee5e02525a4",
   "metadata": {},
   "source": [
    "## Excluding high correlated/redundat genes\n",
    "\n",
    "We used TPM to calculate correlation between genes.\n",
    "In distance correlation, low distance means low correlation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 162,
   "id": "4336d0cf-874b-4c15-b4b3-41eeb7081aec",
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy.stats import pearsonr\n",
    "from scipy.spatial.distance import pdist, squareform\n",
    "import scipy.cluster.hierarchy as sch\n",
    "from sklearn.metrics import silhouette_samples, silhouette_score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 163,
   "id": "7b37f740-bee4-456f-80b7-ef7ce7c31c54",
   "metadata": {},
   "outputs": [],
   "source": [
    "# https://stackoverflow.com/questions/5323818/condensed-matrix-function-to-find-pairs\n",
    "def row_col_from_condensed_index(d,index):\n",
    "    b = 1 - (2 * d) \n",
    "    i = (-b - np.sqrt(b ** 2 - 8 * index)) // 2\n",
    "    j = index + i * (b + i + 2) // 2 + 1\n",
    "    return [int(i),int(j)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 164,
   "id": "04504151-d998-41f5-85be-19a18ce29b3b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.04420488278071086 min\n"
     ]
    }
   ],
   "source": [
    "t1 = time.time()\n",
    "\n",
    "corr_0 = pdist(adata_ml[adata_ml.obs.ar=='0',:].X.T, 'correlation')\n",
    "corr_1 = pdist(adata_ml[adata_ml.obs.ar=='1',:].X.T, 'correlation')\n",
    "\n",
    "t2 = time.time()\n",
    "print((t2-t1)/60, 'min')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 165,
   "id": "b32b488f-ecbf-4c5d-b342-32d0d306e6f6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.0007401227951049805 min\n"
     ]
    }
   ],
   "source": [
    "t1 = time.time()\n",
    "ind_genes_0 = []\n",
    "for i in np.where(corr_0<=0.1)[0]:\n",
    "    ind_genes_0.extend(row_col_from_condensed_index(8582, i))\n",
    "ind_genes_0 = set(ind_genes_0)\n",
    "\n",
    "ind_genes_1 = []\n",
    "for i in np.where(corr_1<=0.1)[0]:\n",
    "    ind_genes_1.extend(row_col_from_condensed_index(8582, i))\n",
    "ind_genes_1 = set(ind_genes_1)\n",
    "\n",
    "t2 = time.time()\n",
    "print((t2-t1)/60, 'min')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 166,
   "id": "bfa7167c-d545-40c5-a3a2-8e3e275c882b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "View of AnnData object with n_obs × n_vars = 378 × 161\n",
       "    obs: 'abmrh', 'tcmr', 'ar', 'gse', 'gse_time', 'gse_patient', 'louvain_group', 'UMAP_1', 'UMAP_2', 'outliers_hdbscan', 'type'\n",
       "    var: 'equivalent'\n",
       "    layers: 'count', 'trns_expr', 'MRN', 'TMM', 'arcsinh', 'TPM', 'TPM1p'"
      ]
     },
     "execution_count": 166,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "adata_ml_corr = adata_ml[:,list(set(adata_ml[:,list((ind_genes_0.intersection(ind_genes_1)))].var.index).union( set(genes+mkr) ))]\n",
    "adata_ml_corr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 167,
   "id": "14bb6a9f-9a27-45a7-8543-a7b14347851c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "View of AnnData object with n_obs × n_vars = 378 × 8582\n",
       "    obs: 'abmrh', 'tcmr', 'ar', 'gse', 'gse_time', 'gse_patient', 'louvain_group', 'UMAP_1', 'UMAP_2', 'outliers_hdbscan', 'type'\n",
       "    var: 'equivalent'\n",
       "    layers: 'count', 'trns_expr', 'MRN', 'TMM', 'arcsinh', 'TPM', 'TPM1p'"
      ]
     },
     "execution_count": 167,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "adata_ml"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "892496c0-8ce2-4c00-8741-1285fbcb2459",
   "metadata": {},
   "source": [
    "## FIG 5A: Hierachical clustering based on correlation"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ff3eb619-807f-450e-9f76-0273cb77a67e",
   "metadata": {},
   "source": [
    "### Calculate hirechical cluster for HKG"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 168,
   "id": "45544311-c87c-4a64-b736-4882a7aff698",
   "metadata": {},
   "outputs": [],
   "source": [
    "Z = sch.linkage(adata[adata.obs.gse!='GSE86884',genes].X.T, metric='correlation', method='average', optimal_ordering=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2d82d918-1dd1-4c97-8cd6-281d6c0aaadc",
   "metadata": {},
   "source": [
    "### Calculate silhouette_score calinski_harabasz_score davies_bouldin_score to evaluate t for flat clustering"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 169,
   "id": "48650a6e-a015-4ad0-bf8f-0de07f4d1daa",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>silhouette_score</th>\n",
       "      <th>calinski_harabasz_score</th>\n",
       "      <th>davies_bouldin_score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
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       "      <th>2</th>\n",
       "      <td>0.535851</td>\n",
       "      <td>0.469538</td>\n",
       "      <td>1.043350</td>\n",
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       "      <th>3</th>\n",
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       "      <td>0.307841</td>\n",
       "      <td>6.090403</td>\n",
       "      <td>0.928828</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.351290</td>\n",
       "      <td>5.177456</td>\n",
       "      <td>1.025010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0.335078</td>\n",
       "      <td>3.384461</td>\n",
       "      <td>0.977609</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0.262565</td>\n",
       "      <td>1.922714</td>\n",
       "      <td>0.940866</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0.262565</td>\n",
       "      <td>1.922714</td>\n",
       "      <td>0.940866</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0.262565</td>\n",
       "      <td>1.922714</td>\n",
       "      <td>0.940866</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   silhouette_score  calinski_harabasz_score  davies_bouldin_score\n",
       "2          0.535851                 0.469538              1.043350\n",
       "3          0.344415                 7.595948              0.638481\n",
       "4          0.307841                 6.090403              0.928828\n",
       "5          0.351290                 5.177456              1.025010\n",
       "6          0.335078                 3.384461              0.977609\n",
       "7          0.262565                 1.922714              0.940866\n",
       "8          0.262565                 1.922714              0.940866\n",
       "9          0.262565                 1.922714              0.940866"
      ]
     },
     "execution_count": 169,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s_score_mean = dict()\n",
    "s_score_samples = dict()\n",
    "\n",
    "for t in range(2,10):\n",
    "    nodes = sch.fcluster(Z, t=t, criterion=\"maxclust\")\n",
    "    s_score_mean[t] = [silhouette_score(adata[adata.obs.gse!='GSE86884',genes].X.T , nodes, metric='correlation'),\n",
    "                       calinski_harabasz_score(adata[adata.obs.gse!='GSE86884',genes].X.T , nodes),\n",
    "                       davies_bouldin_score(adata[adata.obs.gse!='GSE86884',genes].X.T , nodes)]\n",
    "    \n",
    "    s_score_samples[t] = silhouette_samples(adata[adata.obs.gse!='GSE86884',genes].X.T , nodes, metric='correlation')\n",
    "\n",
    "df_scores = pd.DataFrame(s_score_mean, index=['silhouette_score','calinski_harabasz_score','davies_bouldin_score']).T\n",
    "df_scores"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 170,
   "id": "12eb6760-408f-4070-9c28-e708dd8ea1b6",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_scores.to_csv('./draft/FIGS3_scores.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eb83ec2f-24a8-4992-9b8a-a3fd9cb35b0f",
   "metadata": {},
   "source": [
    "**Besides t=3 give the best clusters for two of three metric. We chose t=4 (second best metrics) just for give more options of testing for normalization.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 171,
   "id": "05c8dc2f-b36c-4d63-8166-c40f54706cf1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "t=3 [3 1 1 1 2 1 1 1 1] ['AP2B1', 'CCNI', 'FBXO7', 'GUK1', 'UBB', 'UBXN6', 'VPS28', 'YBX3', 'MT-CO1']\n",
      "t=4 [4 2 2 1 3 1 1 2 1] ['AP2B1', 'CCNI', 'FBXO7', 'GUK1', 'UBB', 'UBXN6', 'VPS28', 'YBX3', 'MT-CO1']\n"
     ]
    }
   ],
   "source": [
    "nodes = sch.fcluster(Z, t=3, criterion=\"maxclust\")\n",
    "print('t=3', nodes, genes)\n",
    "\n",
    "nodes = sch.fcluster(Z, t=4, criterion=\"maxclust\")\n",
    "print('t=4', nodes, genes)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "caef2779-1a5b-4528-8df7-7504bbc62125",
   "metadata": {},
   "source": [
    "## FIGS3: Supplemental for correlation plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 173,
   "id": "3fd4454e-7f75-44bf-8bbe-f16aa42073fe",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(10,5))\n",
    "ax_bar = fig.add_subplot(121)\n",
    "ax_dn = fig.add_subplot(122)\n",
    "sns.barplot(x='index',y='value',hue='variable',data=df_scores.iloc[:,:3].melt(ignore_index=False).reset_index(), ax=ax_bar)\n",
    "ax_bar.set_title('clusters_metrics')\n",
    "\n",
    "Z = sch.linkage(adata[adata.obs.gse!='GSE86884',genes].X.T, metric='correlation', method='average', optimal_ordering=True)\n",
    "dn = sch.dendrogram(Z, orientation='right', no_labels=False, labels=genes,color_threshold=.4, above_threshold_color='black',  ax=ax_dn)\n",
    "ax_dn.set_title('dendrogram t=.4 (4 clusters)')\n",
    "fig.tight_layout()\n",
    "fig.savefig(fname='./draft/FIGS3_scores.pdf', bbox_inches='tight', format='pdf', dpi=300)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "265a0ec9-dc21-4864-97b8-3d8a3d0dbca4",
   "metadata": {},
   "source": [
    "## FIG 5A: Correlation between HKG"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 174,
   "id": "2abeb879-2e26-49af-bd57-5baa78b7594b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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nn+DkyZPIzMzs029lZ2fDzs4OEokEUqkUU6ZMYZi0p0j4bMdnSGxJxM/qn6GEUnssR5EDS1ii4XwDWttbMX/ufGbFAuv3n64MtlBobGxEc3PzgH8cLS0taGxshI+PD4CeQsHb2xvBwcHaNpMnT8axY8dQWlqqfaz3/2NiYrRtQ0JCUFdXhw8++AC3bt2Ci4vLw/um/s/evXtx/PhxXLx4ccDjjY2N+OyzzyASiTB+/HjY2dk99EyDOXbsGJKSkvDTTz8NeFwikeCLL76AsbExfHx84OnpqeeE/5Weno6MjAzs379/wM+cl8lk2LdvH0QiEby9vREVFcUgZQ+xWIzz589j27ZtUCqV/Y4rlUqcOHECAoEArq6uWLx4MYOUPRobG/HTTz/h008/RWdnZ7/jGo0GGRkZ0Gg0sLa2xosvvsggZQ+ZTIaDBw9i27ZtaGhoGLDN5cuXsWfPHgiFQvz+979nVjBqNBp89dVX2Lt3LyoqKgZsU11djW3btsHIyAj/8z//A1NTUz2n/K/9+/fjxx9/RGZm5oDHm5qa8Omnn0IkEsHDw4PpiM2Jn08gpSUFP6p/HPB4BzqwTbENxkXG8PXw1Z5L9G3jxo1MXvdusR9/HUTvSX2gX+Cdx8RiMby8vPq0kUgk6O7u7vN5371fd2fb+vp6mJmZ6eWN3dDQgLq6OmRnZw/ZrqOjAykpKUhNTX3omQYjk8lw5coVnD17dsh2SqUSP/7447DtHqbeYfzjx48PWCTc3u748eNISUkZst3DdvbsWfz4448DFgm3O336NEpKSphuzJKSkoKkpKQBi4TbXbhwAbW1tWhqatJTsv5ycnJQXFw8aJHQ69q1a7h58yauXr2qp2T9VVRU4ObNm4MWCb0aGxtRVFSE3NxcPSXrr7m5GTdv3kRWVtaQ7aRSKRITE5GcnKyfYAOQy+UoKinCz+qfh2ynggo/Kn7E2VR2/dbx48eZvfbdMNhCQSwWg8fjDTii0HvC9/b2Rl1dHdrb2zF+/HioVCooFAqUlZXhtddew5gxY7B8+fI+z+nk5AQTExOoVCq0trbi+++/xzfffIPXXntNL8O7Fy9eRFpamk4nqezsbBQXFzM7oV2+fBlisVink1R5eTlu3bo17MnkYamurkZTUxOam5uHbdvY2IimpibcuHFDD8n66+joQH19PcrLy4dtK5PJUFZWhsuXL+shWX8cx6GkpAQ5OTk6tc3IyBh0pEwf0tPTkZaWplPbpKQkpoV4WloakpKSdGp7/vx5nD9//iEnGlx2djYyMjJ06otyc3Nx5cqVPlMT+lRaWoqr3FXIIBu27VVcRUNTA9rb2+/59aRS6T3/V1RUpHNblhc2Bjv1IBaL4eLiAgsLi37HSktL4eTkBGtra+Tl5QEA3nrrrT4LGgMDA/H111/D2tq6z3PW1tb22eRCKBTij3/8I5YtW3bPWTUajc6/xPr6+mGvdnp1d3dDrVZDJpMxmaNuaWnpN8c7GI1Gg87OTu1CLH1ra2vrs0h1OA0NDWhra4Ozs/NDTDWwtrY2dHZ26vyeqaqqQltbG9Rq9UNO1p9MJtO+B3Vx69YtNDQ0MMkK9OTVdUSjqakJra2tzLK2tLTcVdbe3wUL9fX1Ov99yWQyqFQqdHV1MekLWttaUaWs0qktBw4dgg60t7cPeK4ZiEAg6PNvXb9uIG+99ZbOXx8VFYW0tDQm6ykMtlAoLS0ddN6otLRUO9JQWloKPp+PgwcPQiAQQK1Wo7y8HO+//z7+/ve/4//9v/8H4L+3dS1ZsgRLly4F0HNld+DAAfzjH/9AcHAwfH197ymrVCrVuS2fz7/rBZNyubzPIkJ9EgqFOrcVCARQKpXo6up6iIkGplKp7urnKhQKoVarmWRVKpX9OpuhiEQicBzH7Od6Nx2TkZEReDwek6y3Z9Dl74V1Vh6Pp/N7lnXWu+23eDweFAoFk6tgTsNBxBMBOr60gLu7futB3tkz3NTj7dLT09HV1cXktmmDLBTUajWuX7+OuLi4fse6u7tx7do1zJw5E0DPKMGYMWP6LGQMDg5GRUUFdu/ejf/93/+Fqakprl+/DplMhoiIiD63HU6YMAFhYWE4efLkPRcK5ubmOv9BBAQEICQkpN8K54G4urrCwsKC2S1n7u7uCA0NRUpKyrBtLS0tYWlpCUdHRyb3J7u5uWHcuHHg8/nDDnn2LhAcN24czMzM9JTwv5ydnWFlZQULCwudpmpCQ0Ph5ubGJCvQ8/52dnbGzZs3h20bGhoKf39/ZlmdnZ3h6emJoqKiYdv6+/vDx8eHWVZfX1/4+/vr9HP19PSEk5MTs6z+/v4IDQ1FYWHhsG2dnJxgbm4OKysrJle/7u7uCLkQggR5wrBtzWEOK84Kzs7Od3VRdLv7nW7905/+NOTx3v1KWDLIQqGtrQ1KpbLPtEGvjIwMKJVKREZGAhh4ISMAGBsbg+M4KBQKmJqaau+nv3NVvlAoBJ/P13lodSB3s2o6KCgIHh4eMDc3H3YkYsaMGYiLi7urq88Hyc3NDQ4ODnB0dERdXd2QbSMjIxEWFsZsQ6MRI0bAxcUFfn5+KC4uHrKtn58fxo4dy2yTIIFAgJCQEEyePBkJCUN3Zs7OzrC3t2e68c6MGTNQXFyMffv2DdnOwsIC48ePR1BQELP3bFxcHC5fvjxsoSAQCBAREYGpU6cyyxoVFYWsrCwkJiYOOwIyc+ZMpn1BYGAg3NzcdCpuY2NjMWPGDGYbGo0ZMwb2pvZwkbugBjVDtp3Mn4zgCcEwMTG559e7nyv8tLQ0TJs27Z6/Xl8McjGjra0tTE1N+111KxQKfP755/Dw8EBYWBjkcjkqKyv7FQpqtRopKSlwd3fXFhtisRhCobDfxiVJSUnQaDQIDQ19uN/U/xGJRIiOjsa6deuGXHcQHh4Of39/ppsu8Xg8PPnkk1izZs2Q82jjx4/HtGnTtPtasDJv3jwsXLgQ9vb2g7ZxcHDAggUL8Pjjj+sxWX8xMTGIiYmBu7v7oG0sLS2xatUqPPnkk0w3hQkKCkJAQADCwsIGbSMSibBu3TrExMTc85XZgzB27Fh4eHgM+fvl8/lYvnw5AgICYGNjo79wd7C2tkZgYCCWL18+5MXGY489Bg8PD4wbN05/4e4gFAoRGxuL9evXD9lvhYSEIDAwkOmmSzweD0899hRWiVbBEoOPxrrBDdNF0zF96nT9hbuDLqO1hsAgRxT4fD6WLFmC/fv3w8bGBqGhoWhubsY333yDmpoa7NmzBzweD+Xl5VCr1eDz+cjPzwfHcbh16xYOHTqEq1evYtu2bdrnFIvFsLe3164e7+7uRkFBAb788ktERERg9uzZevv+pk+fDqlUCjMzM5w6dQqXL1/WLlIaPXo0pk+fjpCQEGzevJlppwv0XH0/9dRTMDIywpkzZ5Cfnw+FQgGgp6CLiorC5MmTsXHjRua78jk5OWHFihXg8XhISUlBdna2dtTG3NwckyZNQnR0NFauXAlHR0emWa2srLBx40bweDxcuHAB58+fR1tbG4Ce0bDg4GDMnDkTTzzxxD1PiT0oQqEQmzdvBsdx8PDwQHJysnZhm0AggJ+fHx5//HGDKBZ5PB7Wr18PtVoNR0dHnD17Vrsgl8fjwdPTE4899hjCwsKwaNEiplkBYNGiRZDJZLC1tcWpU6dQXl6uncYcM2YMZs6ciaCgIKxfv575DoJTp05FZ2cnTE1Ntf1W70iIg4MDYmNjtf0W6w3CvL29sXDWQgjOCHBOeQ55XB7k6Ll7ywY2iBJEYbJwMjau3jjgyDXpi8exvOdiCAqFAjt27MDx48dx8+ZNWFlZYfLkyXjhhRe00wffffcd3nzzTe3X8Pl82NjYIDw8HJs3b+5zd0NsbGyffbWNjY0xduxYPPHEE1i7di2TN3ZlZSUSEhJw48YNKBQK8Pl8mJubY/r06QgNDTWozyW4desWkpKSUFZWBrlcDh6Pp91mNiIiwqA+l6C1tRVpaWnIz8+HXC4Hx3EwMTFBcHAwpk2bZlCfSyCVSpGZmYmsrCztqvbezaumT59uUDu3yeVy5ObmIjk5GV1dXVCpVDA2NsaYMWMwY8YMple8d1Kr1SgqKkJCQgLa29uhVCohEolgb2+P+Ph4eHt7Mz/x9uI4DmVlZTh37hwaGhqgUChgZGQEa2trxMfHG8znEvSqqqpCQkICqqur+/RbMTExTKcfB1JfX4/k9GSUlpZCzpeDx/FgwjdBRHgEIidF3tcdCw/Cu+++2+duvYFIpVJtzs7OTiZ9rcEWCr8mCoUCHR0dUKlUGDlypEF1CndSKpXo6OiAXC6HnZ0d8xGPoajVau3GW3Z2dsyvcoai0Wi029+OHDnyvuZMHzaO4yCRSNDZ2YkRI0Yw3S1QFx0dPbe/2draGlRBOxCZTAapVAq1Wo2RI0cyW5Ogi95+S6lUws7OzqD7LZVKBYlEYnD9lkQiGXbLc0MoFAz3N/srIhKJYGNjg66uLoO5yhmMUCiEtbU1urq6mH9WwnAEAgGsrKxgZGRk0B0u0DMaZmlpCYFAYDCd2GB4PB4sLCzA5/MNuvjq1XungCEXX71MTEwgFAqZ3l6qq0ep3+odoTG0fqumpgZ+fn6sYwzLcH5ihBBCyK/I0aNHWUfQCRUKhBBCCBkUFQqEEEIIGRQVCoQQQggDK1asYB1BJ1QoEEIIIQyw2pL7blGhQAghhDDw5Zdfso6gEyoUCCGEEDIoKhQIIYQQMigqFAghhBAGHnvsMdYRdEKFAiGEEMJAcHAw6wg6oUKBEEIIYeC9995jHUEnVCgQQgghZFBUKBBCCCFkUFQoEEIIIQyEh4ezjqATKhQIIYQQBmbPns06gk6oUCCEEEIY+OSTT1hH0AkVCoQQQggDbW1trCPohAoFQgghhAyKCgVCCCGEAXd3d9YRdEKFAiGEEMLA8uXLWUfQCRUKhBBCCANff/016wg6oUKBEEIIYeDatWusI+iECgVCCCGEDIoKBUIIIYQBGxsb1hF0QoUCIYQQwsCWLVtYR9AJFQqEEEIIA6dPn2YdQSdUKBBCCCEMZGdns46gEyPWAcijo6mpCRcuXEBdXR0AwMfHBxMnToSJiQnjZP1JJBJkZ2ejsrISarUa7u7umDx5MiwtLVlH66e7uxu5ubkoKyuDQqGAs7MzIiMjMXLkSNbR+lEqlSguLkZhYSG6u7vh4OCAiIgIODk5sY7Wj0ajgVgsRk5ODjo7O2FjY4NJkybBzc0NPB6Pdbw+OI5DZWUlsguy0d7RDqGREOETwuHr6ws+3/Cu52pra3Ex9yIaWxvB5/MR5B2EoKAgCIVC1tH6aW5uxoULF1BbWwsA8Pb2xsSJE2Fqaso42aODWaEwf/58CIVCHDlypM/jSqUS69atQ319PT788EMsWbKkz3FbW1uEh4fjj3/8I0aPHt3n+ezs7LBjx44+7d9//33s27cPX331FcLDw3Hjxg188MEHKC4uRlNTE8zMzBAeHo7f//73cHFxeXjf8CNMKpVi3759qKmpwfnz51FXVwc+n4/AwED4+fkhPDwcjz/+uEF0vkqlEt988w3Kyspw6dIl7e1H48ePx8SJE+Hl5YWnn37aIDo0jUaDkydPIicnByUlJSguLoZGo4GTkxOioqLg6uqKlStXwtzcnHVUAEB6ejoSEhJQUVGBS5cuQalUYuTIkYiJicGoUaOwevVqgyluLl++jKNHj+LmzZvIyMhAd3c3LCwstFlXrFgBV1dX1jEBADU1Ndh/eD/qFfVIlaeiAx0wgQmmVE6BywkXLHhiAfz9/FnHBAC0tLRgz6E9qG+vR4oiBc1ohhBChFWFYfzZ8YiLiUNUZJRB9AVdXV3Yv38/qqurkZGRgZs3b4LP58Pf3x8BAQEIDQ3FvHnzDLIQMzgcI99//z3n5eXFFRQU9Hn87bff5oKDg7mysjLu9OnTnJeXF3f69GkuLy+Py87O5vbs2cP5+/tzzz33XL/n8/b25q5evap97OTJk5yXlxe3f/9+7WMpKSnc3/72N+6nn37iLly4wB0+fJibNGkSN2/evIf7DQ9DpVJxEomEU6lUTHPcSSqVcu+99x43bdo0jsfjcQD6/GdsbMxt3LiR+/rrrzmNRsM0q1Kp5P7zn/9wCxYs4AQCQb+sAoGAW7hwIffJJ59wSqWSaVaNRsMdOHCAW79+PWdsbNwvK4/H42JiYrj33nuP6+rqYpqV4zju7Nmz3KuvvspZWlr2ywqACwgI4P76179yTU1NrKNy+fn53BtvvMHZ29sPmHXs2LHcn//8Z66yspJ1VK6qqor7y9//wo19eyyHt9HvP7u37bg3/v4Gl5efxzoq19zczP3tvb9xgW8HDpjV4m0L7jd//w13+txp1lG5rq4u7v333+emT58+YL8lEom4devWcfv27WPab+nSD3V2dmpzd3Z26iFVf8wKBYVCwU2dOpX7n//5H+1jR44c4by9vbnTp3veaFu3buUCAwP7nTyfffZZLjY2ts9jcrmci4qK4v70pz9xHMdxpaWlXHBwMPeHP/xh2CyffPIJ5+XlxUkkkvv9tu5ad3c3l5iYyG3dupXbvXs3V11drfcMQ9m7dy8XFxc3YId7+wn45Zdf5kpKSphmPXv2LLds2bIhswLgVqxYwSUmJjLNWlRUxL300kscn88fMuvMmTP7FLos3Lx5k3vzzTc5ExOTIbMGBgZyH330EdOsnZ2d3F/+8hfOxsZmyKzOzs7c3/72N6aFuUql4t59/13O5W2XAU+8vf/ZvG3D/eV//8J1dHQwy8pxHPfx5x9zQW8HDZnV+G1j7o2/v8HV1NQwzXrgwAFu1qxZQ74H+Hw+t2XLFq6wsJBZzuzs7GHbGEKhwGzMRSgUYsWKFfjpp5/Q0tKCgoICvPPOO3juuecwa9YsAEBpaSk8PDwgEAj6fG1DQwPGjh3b5zGRSITly5fj+PHjqKysxIsvvojx48fjnXfeGTZLfX097O3t9T5/LZPJsHXrVvznP//Bhx9+iK1bt2L79u24fPmyXnMMRiqV4urVq0hNTR2ynVqtxsmTJ3H27Fk9JRs4Q2ZmJk6dOjVs259++gnp6enQaDR6SDaws2fP4sSJE8NmSElJQXl5Obq6uvSUrL/k5GScPXsWMplsyHZFRUWor6/HrVu39JSsv+zsbOTl5Q378b03b97EjRs3UFpaqp9gAxCLxbihvoEa1AzZrg1tyOVycfHSRT0l66++vh63Wm+hAAVDtpNDjrOKs0hKT9JTsv66u7tRVlaG5OTkIdtpNBqcOHEC586d00+wAfz888/MXvtuMJ2ceeaZZyAQCPD5559jy5YtmDJlCl5++WXtcbFYDA8PD6hUKqhUKtTV1eH9999HVVUVXnnllQGfDwCefvppdHd345NPPoFIJOrXjuM4qFQqNDY2Yt++ffjhhx/w9ttvP7TvczBZWVm4cOECvv/+e1RVVSE3Nxfbt2/HsWPHwHGc3vPc6fLlyygpKYFSqRy27bVr19DU1ASJRKKHZP1VVVWhoaFBp893b21tRWNjI6qrqx9+sAG0t7ejubkZ169fH7atQqHA5cuXceXKFT0k60+j0aC8vBwFBUOfIHqlpaUxXcmdlZWFzMxMndomJycjLS3tISca3Pns80hRpOjUNkOVgQu5Fx5yosFl52XjvPK8Tm0LUYiK8gpmhfiVK1dQWloKhUIxbNvKyko0Nzfr1G8MRqaS39V/htC33y2mdz3Y2Nhg/vz52Lt3L8aNG4d//etf2oUlUqkUNTU1uHHjBo4fP679Gjs7O+zcuRPBwcH9nm/EiBEICwtDeno6du/e3Wex4+3+/ve/Y+/evdqv+eqrrxASEnLP34dGo7mnX35JSQny8vL6PNbQ0ICuri60tbXBysrqnjM9CG1tbdqVwsPhOA5SqRQSiYTJ4ruOjg40NTXp3L65uRkSiQRqtfohphqYRCKBVCrVuX1tbS3a29uZZJXJZFCr1Tp1ukDPz7WpqYlJVqCnsGptbdWpbVtbGzo6OphllXRI0Aods6INCpmCWdbmtmY0c806tVVAARVfha6uLiZ3FkgkEty8eVPn9p2dnWhvb9d5RPnOEe7V3/3mbuLB2248/jrjtwax4FNXzG+PjImJwcGDB/H222/3+UWJxWJwHIe3334bAQEB4DgO9fX1+Pe//43XX38dJ0+e7Hdb3okTJ5Ceng6gZ6hsMKtXr8YTTzyBGzdu4D//+Q9++9vf4sSJEzAzM7un7+FuOv3bWVtbw87Ors+VpUgkgpGRETiOYzrcDAB8Pv+ubn00MjKCSqViklutVsPY2Fjn9sbGxlCr1UyyqlQqGBnp/qdnamoKHo/HLOvddGi971+W712RSASVSjVsO6FQCD6fzywrX8CHCP1HPAcihBA8Ppv3AAAI+AKdswIAX82HQqFgdvV8NwWKkZHRXfUF9ztFLW6qgFytgImRMZ599tn7ei59YV4oVFRUAAD8/fve/iMWiwEAcXFxcHBw0D4uEAjw/PPP4+LFi4iOjtY+fvnyZfzxj3/EihUrUFVVhd27d2P+/PkDvqarqytcXV0xYcIE2NnZYfXq1cjKysKMGTPu6XswNze/pz+I2NhYlJWVoaamBnV1dTA2NsaiRYvg7+8Pa2vre8ryIHl6emLixIlIShp+vtHGxgaWlpZwdnZmcrvR+PHjMXbsWG2xMhShUAgXFxeMHz/+novD++Hs7AwrKytYW1ujvb192PZhYWHw9PRkkhUArKysMHbsWFRVVQ3bdtKkSZgwYQKzrG5ubvD19UVOTs6wbYODgxEYGMgs6wTvCQhqDsIN9Y1h2/rBD2PHjmWWNcg3CJMqJqFAMfwU1BiMgaWNJbM+zNPTE6GhoTqtmbKysoKVlRVcXFz6jRToau+ij3VqJ1fJ8ezx3/d5jPXFoK6YFwpisRhOTk79htnFYjFsbGz6FAkAtFeNcrlc+1hLSwu2bNmCwMBAvPHGG8jKysLGjRtx4cIFTJ48ecjX751/v9c3CYB7PjE6OztjxYoVMDU1hVQqhZGREQICAjB//vz7yvOguLq6wsHBQaeTxNSpUxEZGclsfwJra2u4ublhwoQJyM3NHbJtUFAQxo8fz2xqRyAQYNKkSZg6dSpOnjw5ZFs3NzfY29sz3eNj5syZKC0t7bdHyZ1sbGwwZswYBAQEMHv/zpgxA8XFxcjNzR2yeBeJRAgLC0NkZCSzrBGTIpCWlYYz6jNQYPCpHR54iDOOQ9y0OGZZ/fz84PqTK2xhO+x0SbwwHvFT45lldXZ2hoODA9zd3Yf9GOeoqChMmjRpwLVsujIx0n0k804HDhzAW2+9dc9fry/Md5oQi8Xw9vbu93hpaSm8vLz6PZ6QkACBQIAJEyYA6BkafeWVV6DRaPDvf/8bQqEQ06ZNg6enJ3bv3j3ka3Mch71798LS0hITJ058IN/P3fL29sYf/vAHvP7663j55ZexYMGCuxqWfph4PB4WLlyIlStXYsSIEYO2CwwMxJQpUzBlyhQ9putv7ty5ePLJJ4fcSMfV1RXz5s3D448/rsdk/U2dOhVTpkzpN5J2uxEjRmDFihVYuHChHpP15+fnBz8/P0yfPn3QNmZmZti4cSPmzJnDtMh1cnKCr68vlixZMuiUiZGREdatW4fw8HCmO3VaWFhg8sTJWC9cDyEGLrB54GGx0WL4uvjC2dlZzwn/SyAQ4PGZj2OjaCPMMfgapGh+NAKsAxAQEKDHdP0tXLgQy5cvH3IDMD8/P0ydOhXTpk3TY7JHE9MzklKpxLVr1xAbG9vncY7jUF5ejoiICOTn5wPoWXiUmJiII0eO4IUXXsCoUaMAAP/4xz9QUFCAAwcO9HlTrFmzBn/+859RVVWFsWPH4tChQ8jIyMDMmTPh4OCAuro6HDp0CIWFhfjwww+Z7n7H4/FgYWFhkMNQ7u7ueOaZZ2BkZISMjAxkZWWho6MDQE/lHhsbC39/f2zatInZsGgve3t7rF+/Hnw+Hzk5OTh//jyam3sWYI0cORLTpk1DaGgo1q1bBzs7O6ZZzc3NsXnzZvB4PBQXFyM5OVm7cNTKygoRERGIjIzEkiVL4ObmxjSrkZGRNquXlxfOnTunvVIzMTFBWFgYYmNjMWvWLGYFdy8ej4eVK1dCo9HA0dERZ86cgVgshkajgVAoREBAAGbNmoVJkyZh7ty5TLMCwJyZcyBXyGFdZI2zirMoQhGUUIIPPrzhjVmiWQh0DsTKpSuZL34LCw1Dt7wbxsnGSFYmI4fLQTe6AQBucEO8KB6+Vr7YtHYT84udcePGYfny5RAIBNo7YXrvyHJ0dERsbCwCAgKwadMmg9n51JDxOIb3aojFYjz55JP46KOP+lzh3bhxA/Hx8X3aWlhYwNfXFytWrMCcOXMAAEePHsUbb7yB9957DwsWLOjTXqFQYPr06ZgzZw7+9Kc/ITk5GTt27EB5ebl23/fJkydjw4YNQ17V6UvvYhozMzODmHa4U1tbGzIyMpCTk6NdA2BmZoa4uDhMmDDhvobuHjSpVIpLly7h/Pnz2tX6IpEIU6dORXh4OPOC5nYKhQL5+flISkpCd3c3OI6DkZERJk6ciMjISIP6vHq1Wo0rV67g3LlzaGtrA8dx2i1xo6Oj+00TssRxHCoqKpCQkIC6ujpoNBoIBAK4ublh+vTpGDNmDOuIfdy4cQNJ6Um4XnEdGmjA43gY5TQK8dPi4eHhwbxIuF1jYyNSM1NRUlwCNacGj+PBeoQ14qfFw8/Pz6D6r/b2dmRmZiI7O7tPvxUbG4ugoKC7WgB9v2QqufYOib2LPoaJkTEuX74MPz+/Ib9OKpXCwsICQM8dGiwKG6aFAvkvQy8UbieTySCXy2FhYWHwWeVyObq6umBlZWXwWRUKBaRS6SORValUoqOjA1ZWVsyvHoejUqkgkUgeiawcx0Eul0OhUMDc3Nyg3we9WR+lvqC7uxuWlpZMsg5UKPS+L4diCIUC8zUK5NHTe1vZo8DIyMjgTw69BALBI5OVz+dDKBQa1JXuYHg8HmV9CHqzPkp9gaEVM1u3bmUdQSePxm+YEEIIIUxQoUAIIYSQQVGhQAghhDAQExPDOoJOqFAghBBCGHhU9nCgQoEQQghh4P3332cdQSdUKBBCCCEM9H6EgKGjQoEQQgghg6JCgRBCCGEgMDCQdQSdUKFACCGEMPDUU0+xjqATKhQIIYQQBob76HZDQYUCIYQQwsCtW7dYR9AJFQqEEEIIGRQVCoQQQggDTk5OrCPohAoFQgghhIH169ezjqATKhQIIYQQBr7//nvWEXRChQIhhBDCQElJCesIOqFCgRBCCCGDokKBEEIIYcDY2Jh1BJ1QoUAIIYQw8Prrr7OOoBMqFAghhBAGUlNTWUfQCRUKhBBCCAOPSqFgxDoAIYQQ8muhkikhlUqhNlIBAKRSKQDAzMwMPB6PZbRB0YgCIYQQoiffr90JO5uRsLCwgFwuh4WFBSwsLDBt2jRwHMc63oCoUCCEEEIY+Pjjj7X/n56ejq6uLnZhhkBTD4QQQoieLNi9AV/O/ydMjIxRWloKV1dXjBo1Sqev7Z2meBDuZqqDCgVCCCFET4xMhDA3N4eJkTFOnTqFV199Veev1bWg0EVUVBTS0tJ0KhZo6oEQQgj5lbmbqQ4aUWBIo9Hg6tWrSE9PR1tbG/h8PoKCgjBp0iSYmZmxjtcHx3G4ceMGzp8/j/r6evB4PHh5eSEqKgrW1tas4/VTX1+P8+fP48aNG9BoNBg7diymTZsGBwcH1tH6aWtrQ+bFTJRXlUOlVGGU/ShER0TDxcXF4FZBS6VSZOdko6isCAqFArbWtpg2aRo8PDwMLqtCoUB+QT4uFV1Ct6wbFuYWmBI6BX5+fhAIBKzj9aFWq3HlyhVk5maiQ9oBoVCI8MBwhASHGNzufRzH9fRb2elolbSCz+cj0CsQk8Mnw9zcnHW8PjiOQ01NDdLS0tDQ0ACO4+Dp6YmpU6fCxsaGdby7Vl9ff98/Y6lUetcjEw+8UPjoo4/wxRdf9Hvc1dUV586dw7Jly5Cbm6t93MTEBG5ubtiyZQvi4+O1j+/evRsffPABEhISMHr0aO3jJSUlWLZsGebPn4+//vWv2sczMjKwd+9eFBQUoKOjA66urliwYAE2bNjQp1OYOnUqGhsbB8weExOD7du339f3r6va2lrs2bMHtbW1SEpKQmtrK0QiEYKDgxEUFITIyEjMmjXLIDrftrY27Nq1C3V1dUhISEBDQwP4fD58fX2RlZUFX19fPP300wbR+XZ3d2PPnj2orq5GamoqqqqqAABjx45FTk4Oxo4dizVr1sDExIRxUkClUuHwscMoLStFljoLpZpSaKDBqMZRyK/Ih6OlI9avWG8QHRrHcTh97jSysrOQr8lHvjofSihh22iL/Bv5cBQ6Yu3ytXB0dGQdFQBw8dJFnDp7CmVcGS4oL6Ab3bBotMCl2ksYc3IMli5cCi8vL9YxAQBXr17Fwe8OolpTjTRFGjrQAROYYHLDZHgneuOx+McwOXwy65gAgLq6Ouz+ejfqlHVIkiehBS0QQojghmAEZQRh8sTJmDNzjkH0W+3t7dp+KzExEbdu3QKfz4e3tzcuXLig7beMjNhdL69atequ2pubmzMpxh74T0gsFsPX1xdvv/12n8ctLS0BAOXl5Vi0aBGefvppAEBTUxO2bt2KV199FYmJibC3twcALF68GP/5z3+wf/9+/O53vwMAtLS0YMuWLfDz88Nbb72lfe5//vOf+OqrrzBv3jz89a9/hYmJCdLT0/HRRx/hypUr+OijjwD0dHaffPJJv8xff/01jh8/js2bNz/oH8eA6urq8OWXX2L37t2orKzsc6yyshKnTp3Chg0bIJPJ8NRTT+kl02AkEgk+/fRTfPvtt8jPz+9z7MaNG0hISMDTTz+Nrq4urFu3Dnw+u9ksuVyOzz77DKdOnUJiYmKfW41qamqQkZGB+Ph4SKVSbNmyBSKRiFlWjUaDrw58hYSaBHyr+hZqqLXHbuImcuW5CFWEovvLbry0+SVYWVkxywoAx04ew5nCM/hK+RXkkGsfr0UtSuQlcJO7QbFHgc1rN/cp7FnIzMrE0aSj2K7YDgkkfY6VKcrgAAfIv5Nj1cJV8Pb2ZpSyR3l5OfYe2YsvlV+iHvV9jl1TXoMlLNF5rhMqlQpRkVGMUva4desWtu/Zjr3yvbiGa32OVamrcEp9CusurYNMJsOCJxYwLRY6Ojrw6aef4ujRo8jJyelz7MaNG0hMTMTixYvR2dmJjRs3Muu3WPZBd+OBFwplZWWYMmUKgoOD+x2rqalBR0cHIiMj+xxXKpX4zW9+g2vXrmkLBQsLCyxZsgSHDx/GCy+8AJFIhN/85jdQKpXYunWr9ge8fft27Nq1Cx9++CHmzp2rfc5p06bB0tISW7duxdNPP43IyEjweLx+uVpaWpCQkIDZs2cjLCzsQf84+uE4Dvv27cO+ffv6FQm95HI5vvzyS1haWiI0NBSurq4PPddgDh8+jJMnT/YrEnqp1WocOnQIVlZWCAsLG/D3ri/nzp1DWloaEhISBjzOcRzOnj0LS0tL+Pn54bHHHtNzwv/Kz8/HpZuXcFh1GBwGvnc6l8uFSbcJnH50wroV6/Sc8L+qq6uRVZSFncqdUEI5YJvruI4D8gMwP2yO3770W2YnCYlEgp8Tf8YXyi/Qic4B2zSgAdsV22H8vTH+8Ns/QCgU6jllD5VKhUPfHcJ25XY0oGHANh3owOeKz2GWZIYAvwBm03wcx2H/kf34Wv51vyKhlwIK7FTuhFWJFcKCwjB27Fg9p/yv7777DqdOnepXJPTSaDQ4cuQIrK2tERYWppe+fyA7d+68q8WMrDzQMqqjowM3b96Eh4fHgMdLS0sBoN+QX319Pfh8PsaMGdPn8VWrVqGzsxPff/89/vnPfyI3NxeffPKJdp65srISW7duxbJly/oUCb2WLl0KAEhJSRk089atWyGXy/X24Rw3btxAQ0MDKioqhmynVCpx9uxZJCUl6SXXQCQSCaqrq3Hx4sUh23Ech1OnTg16gtYHlUqFnJwcJCYmDtv23LlzyM7OhlqtHrbtw8BxHBLOJ+CU8tSgRUKvi9xFVFZVoqOjQ0/p+ks8n4gzijODFgm9ylGOhq4G1NTU6ClZf5kXM3FRfXHQIqFXIxpxnbuOkpISPSXr7/Lly6jkKgctEnpJIcUF9QVkXszUU7L+bt68iQZpA8pQNmQ7FVQ4oziDhPPs+oLOzk5cv34dWVlZQ7a7vd8y1I2ODMUDLRTEYjEAYPz48VCpVNr/NBqN9riRkRHGjBkDlUqFjo4OnDt3Dl988QXWrFnTb37T2dkZ8fHx+Pjjj7Fnzx78+c9/7nPFumfPHqjVamzatGnAPHZ2dhCJRIOuSaioqMCRI0ewatUqvV21Z2dn67y/d1FREa5fv87sTXzlyhUUFBTodEKtrq5Ga2sr2traHn6wAVRWVuLWrVs6nVAlEgnq6+sHHdF52Nra2tAmbcMN3Bi2rQoqFGoKtUW2vmk0GlRdq0IxinVqnypPRU7BwFdx+pBTmIOLmqEL216pilRk5GQ85ESDS89JR5oiTae2FzQXkFuQO3zDhySnIAdpct2ylqAE1ZXVzArx0tJSFBcXQ6VSDdu2pqYGbW1taGlpuefXk6nkw/73qBciD3TqobdQ2LhxY5/Ht2zZgpdeeglisRgqlarPyZ7H4+G5557Db37zmwGfc+bMmTh9+jSefPJJ7bqGXgkJCQgPDx90AVVnZycUCsWgiz/++c9/wtLSEi+88IKO3+HANBqNzm+EtrY2tLe369RWqVRCrVaju7ubycpniUQyaJE1kK6uLnR2dmrXo+hTZ2cnWltbdW7f2tras986g86so6MDUr7uG6c0qBvQ0dnBJKtMJoOar4ZKPXynCwDtaEdrRyuzk4RSpuy3LmEwEkgg7WLzHgB6Vp/fTValXMksa1tHG9qhW7+lggpqvhpdXV1M7t7q7OxEQ8PQozS3k0ql6Ozs1HnR8J2Ltld/95thv8bbbjzejN7S7/HHH39cp9dk7YEWCqWlpbC3t8fnn3/e53EXFxcAPYVETEwMXnrpJQA9J5YTJ05g27ZtCAkJQUxMTJ+va25uxocffgigZ3ridm1tbaivr+9zp8Sdysp6hskGWrCUmZmJ5ORk/PnPf77vE9vd7JYlFAp1XnHP4/HA5/O1BYO+CQQCWFhY6NxeKBRCo9Ew2YaU47i76pTMzMzAcRyTrBqNBiKN7ouYLHgW4PP4TLKq1WrwNXzwwBt2mgQATGACoUDIbCtavoAPE6XJsFMPQE9WgZGAWVaBkQAm0K0vMIEJeEY8ZlmFAqHOWXngga/mQ6VSMcnL4/Huqk8XiUR31W/dy/lC3FQBhVrR7/GAgAAolUNP6RmCBz6i4OPjg8DAwH7Huru7UV1djYULF/Y5Hh4ejrNnz+LYsWN9CgWlUolXXnkFfD4ff/rTn/C3v/0NpaWl8PHxAQDtL9XW1nbQPD/88AMEAkG/AkSj0eD999+Hu7u7dh3D/TA3N9d5RCEsLAxTpkxBYWHhsG09PT1hZ2d3VyfrB8nHxwcTJ07E2bNnh21rZ2cHKysrODk5MVnI5unpCVdXV4hEIigU/f8gb2dsbAxnZ2d4eHgwuU3SxMQEVgIrjMRINKN5yLY88DBROBE+Pj7M9tYYYT8C42+Nx1VcHbbtFOMpCA0IZZbVy9MLgcWByOSGn88PNwpHWEAYs6xhAWGY2DwRVaqqYdtO4E2Ap4cns6whASGIrIhEnjxv2LbucMcIuxHM7tTx8fFBSEgIfv7552H75REjRsDa2houLi73fOfD3kUfD3pMrpLj2eO/H/T4P//5z0diMeMDKxQ4jkN5eTmWL18+4PHy8nJoNBp4enr2eZzP50MoFEImk/V5/H//939RVFSEQ4cOwdPTEzt27MDu3bvx3nvvAej5BRsZGaGurm7A16uvr8cPP/yAOXPmaEc0eh07dgxXrlzBtm3bHsg9tHfzBvP19YWzszPs7OzQ1NQ0aDsej4dZs2YhPj6e2f4ETk5OcHBwgKenJ8rLy4dsGxsbi2nTpjG7J9nCwgJeXl4ICwtDZubQJ4nw8HD4+Pgw2xxGIBBgasRU5KXm4aj66JBtveAFhxEOTG85jJ8WD/FxMa4qhi4U7GEPR74jfHx8mN1uNj1qOgrEBbiouNjnltM7mcIUgbxAhIeFM/v7Cg8LR0BqAE7hFLow+NWsAAJMF05HbFQss6ze3t5wEjjBAQ7DLr6cJZqF+Gns+q1Ro0Zh9OjR8Pb2HnZtT0xMDKZMmXJfd76YGBnWhlgPwwP7a66qqkJXV9eg9yUPdsdDUVERGhoaEBISon3syJEjOHjwIN599134+vrCyMgIK1euxIkTJ7Rz5iYmJoiIiMC5c+cgkfSd5+vs7MSrr74KMzMzvPnmm32OdXd34+OPP8aUKVMwffr0+/227xqfz8f8+fOxcePGQW914vF4ePLJJ+Hv7898U5jFixdj2bJlQ56oIiMjER4ejsmT2W4K8/jjj2POnDn9itHbeXl5Yfbs2ZgzZ44ek/UXMSkCky0mYzJv8J+ZIxyxVLQUi+ct1mOy/nx8fBDgEIAnBE+Ah4FHi2xgg42ijVgwbwHTvTRGjRqFYJ9grBKuggADn6hMYIJNok2YPm060x1QTU1NERsdi02iTTCF6YBtBBBgpXAlgr2CmRaLfD4fC+YtwAbRBtjAZtB28wTzEGAfAF9fX/2FG8CiRYuwdOlSODk5Ddpm0qRJmDx5MqZMmaLHZI+mB3b517uQcbBCQSwWQygUorGxEU1NTZDL5RCLxdi2bRu8vLywYsUKAEBeXh7eeecdrF+/Hk888YT265cuXYpPP/0UX3/9NV555RUAwOuvv45ly5bhmWeewaZNmzBq1KieDUz27oVSqcTu3bsxcuTIPjl27tyJxsZGve3AOJCAgAAsWbIEIpEI2dnZyMzMRFtbG4RCIXx8fDBz5kx4e3tj7dq1TDtdoGd9yZo1ayAQCFBcXIyUlBQ0NjaCz+fD3d0d8fHxGD9+PDZt2sR8q1kbGxts3rwZAoEAZWVlSExMRE1NDXg8HlxcXBAbGwsvLy88++yzzLedNjExwfMbnodgtwAh0hAkyBNQgQpw4OAAB0QbRSNAEIBVS1fB2dmZaVY+n4/1K9eD/zUfHvUeOCc/hyu4AhVUsIUtIgWRCOeH46k5T8Hfz59pVgBY/NRicByH0eLRSFQkohCFkEEGC1hgIn8ipgqmIiYiBjFTY4Z/socsOioaKpUKFhkWOK8+j0uaS+hEJ0xggkAEYoZoBoK9grF4PttiEQD8fP2wVLEUopMiXNJcQoY6A61ohRGM4AMfzDSeCU8HT6xfsZ55v+Xk5KTtP0tKSpCSkoKGhgbweLx+/RbLXVpZX1zpisc9oPs2tm7diu3btyMvL2/AYZyVK1ciOztb+2+hUAhnZ2fMmjULmzdvhoWFBerr67Fo0SLtVMOdQ1fvvvsuTp48ieTkZO1Jqby8HP/+979x8eJFyGQyODk5Yfbs2diwYUO/ObLGxkbMmjULc+fOxbvvvvsgvu37IpFIkJWVhezsbO2tPM7OzoiLi8O4ceMMYhvUXt3d3cjNzUVaWhrk8p6d+UaMGIGZM2fCy8uLecdwO6VSieLiYiQmJqKzs2dRm7m5OeLi4hAQEMBsg52BaDQaiMVinDt/Di0NLQAHGFsYY9rkaQgLCTOIraZ7cRyHyspKJJxPwM0bN8FpOAhNhJgUMgkRkyKY3O0ylNraWqRkpPRMe6o1EAgFCPQPxLTIaf0uIFhrbm7G+azzKCouglqpBk/Aw3iP8YiNih3yqpiFjo4OXMi+gIu5F6GUKQE+4OjsiPhp8XBzczOofksmkyEvLw+pqana6W1bW1ttv/Wwp0dkKrn2rogvn3pfu15h76KPtVMWUqlUuw6ts7Oz35TocMfv1r083wMrFMj9Uav/ezuRIXxmwlAo68NBWR+ORykr8GjlpaxDG65Q2Lp1KzZs2GDwhYLhXAYSQgghvyJ3rq8zVFQoEEIIIWRQVCgQQgghDAz2uUiGhgoFQgghhIFnnnmGdQSdUKFACCGEMHDgwAHWEXRChQIhhBDCwPXr11lH0AkVCoQQQggZFBUKhBBCCANDfaihIaFCgRBCCGHgxRdfZB1BJ1QoEEIIIQycOnWKdQSdUKFACCGEMJCTk8M6gk6oUCCEEELIoKhQIIQQQh4yuUrBOsI9o0KBEEIIeci2nPxTv8fefPNNBknuHhUKhBBCiJ54242HsUAEALh06RLjNLoxYh2AEEII+aX78qn3YWxkDGOBCDweDwBw5swZ+Pv7M042PCoUCCGEkIfM2MgYJkbGrGPcE5p6IIQQQsigqFAghBBCGNi8eTPrCDqhQoEQQghhQCKRsI6gEyoUCCGEEAYOHjzIOoJOqFAghBBCyKCoUCCEEELIoKhQIIQQQhhYvHgx6wg6oUKBEEIIYWD06NGsI+iECgVCCCGEgU8++YR1BJ1QoUAIIYSQQVGhQAghhJBB0Wc9MKRUKlFcXIy0tDR0dnaCz+fD19cX06ZNw4gRI1jH60Oj0UAsFiM5ORltbW0AgHHjxmH69OlwdHRkG+4OHMehsrISycnJqK+vh0ajwejRoxEbG4tx48ZpP5DFUNTW1iIlJQVVVVXQaDSwtbVFbGwsvLy8wOcbVi3f3NyM8+fPo7S0FCqVChYWFoiOjkZAQACEQiHreH10dHTgwqULyCvOg0KhgKmpKSaHTEZYSBhMTExYx+tDJpMhLz8PWXlZ6O7uhsBIgBD/EEROioSlpSXreH0olUqUlJQgLS0NHR0d4PP58Pb2RnR0NEaOHMk6Xh8ajQZlZWVITk5Ga2srAGDs2LGYPn06nJycGKcDYmNjWUfQiUEVCmq1GkeOHMHx48dRUVGBrq4uuLq6YtasWVi/fj2sra0BAPX19dixYwdSU1Nx69YtGBkZISAgAE8//TTmzp0LAMjIyMC6detgbGyMCxcuwNTUVPs6SUlJeO655/Djjz/Cy8sLABAdHY0pU6bgvffe08v3eu3aNRw4cAAVFRVISUlBa2srRCIRAgICcOnSJUyYMAGLFi0yiBNFfX09du3ahRs3biAhIQENDQ0QCATw8PBAYWEh3N3dsWbNGohEItZRIZFIsGPHDtTU1ODcuXOoqakBALi6uqK4uBiurq7YuHGjQXS+crkce/bswbVr15CUlISKigqo1WqMGjUKRUVFcHV1xYYNG+Dg4MA6KtRqNb777jsUFhYiPT0dJSUlUCgUGDFiBPLz8+Hu7o6VK1fCzc2NdVRwHIfElESkZqQiV5OLS+pL6EY3LDstEZkYCf8kfzz5+JMICQ5hHRUAkF+Qj+Mnj+MyLiNDmYEOdMAUpgjNDEX6hXRMjZiK+Nh4gyhwKysrsW/fPly7dg0pKSloaWmBSCSCv78/cnJyEBgYiMWLF0MgELCOisbGRuzcuVPbb9XX14PP52P8+PEoLCyEm5sb1q5dC2Njdh/UFBUVBalUyuz1dWUwhYJUKsWmTZtQUlKCpUuXYtOmTTA2NsalS5ewb98+cByH1157DdnZ2Xj++edhZ2eH1atXw93dHRKJBCdPnsRrr70GPz8/uLm5QSwWQyAQQK1WIyMjA3FxcdrXEovFEAqFcHd3BwC0t7ejvr4e3t7eevleKysrsXv3bnz55Ze4detWn2NJSUlIS0vDypUroVQqsWzZMqYdRFNTE7Zt24Z9+/bh6tWrfY41Nzfj4sWLmDt3LuRyOZ577jkYGbF7S3V1deGzzz7D999/j4sXL/Y51traisLCQkREREChUOCll16CmZkZo6SASqXC9u3bcfr0aZw8ebLPsba2NojFYnh5eUGlUuGFF15geqXGcRwOHjyIs2fP4sCBA1Cr1dpj7e3tuH79OhwdHaFSqbB+/XqMHTuWWVYAOJd0DicunMB25XbIINM+3o52HFEdwRmcgeyUDDzwEBwczC4ogILCAnzz0zf4QvkF2tCmfbwd7fhJ/RMS1YlovdAKjUaD2fGz2QUFUF1dja+++go7duxAbW1tn2PJyclIS0vD8uXLoVAosHLlSqb9VktLC7744gscOHAAYrG437Hs7Gw8/vjjkMvleOGFF5j1W//4xz/w8ssvM3ntu2EwhcKrr76KsrIy7Nu3D4GBgdrHp0yZgqeffhq1tbWorq7G5s2bERISgk8++aTPKMHs2bNx+vRpjBkzBkBPMTBmzBjY29sjKSmpX6Hg4eGhfXOUlpYCAHx8fB7699nb6X711Vf9ioReKpUK+/btw8iRIxEREaEtaFg4cuQIjh492q9I6MVxHE6cOAE7Ozvk5uZi0qRJek74X6dPn0ZSUlK/IuF2WVlZsLGxgY+PD5566ik9pusrJycHOTk5/YqE25WVleHYsWNwcHBg+uEx165dQ15eHvbv3w+NRjNgm7q6OuzevRumpqb4/e9/z+wk0dLSgtSs1H5Fwu3a0Y4vFF/A5CcT+Pn5MRsJUygUOH7yOLYptvUpEm4ngwzbFdthfdEaE0MmMisYe/utPXv29CsSeqnVahw4cAB2dnaIjIyEh4eHnlP+17fffotjx471KxJu99NPP2HkyJHIzs5GZGSkHtP91+1FtyFjP64N4MSJE0hJScEbb7zRp0joNXr0aISGhuKdd96BSCTCBx980KdI6DV79mztkFdpaSl8fHwwffp0JCcng+M4bTuxWNxn9KC3UNDHiMK1a9dQX1+vHRIfjFqtxpkzZ5CYmPjQMw2mpaUFtbW1KCoqGrbtmTNnkJSU1OfnrE8KhQKFhYU4f/78sG3T0tJQUFAApVKph2T9cRyHpKQknDlzZti2+fn5uHnzpnZdCAsJCQk4ffr0oEVCr+rqajQ0NKCyslI/wQaQfiEdGeqMQYuEXm1oQxnKUFBYoKdk/RUWFaKcK0crWodsJ4cc6ep0pF9I11Oy/qqqqlBfX4+qqqoh22k0Gpw+fRoJCQl6StZfe3s7ampqkJ+fP2zbs2fP9js/kP4MolDYtWsXHB0dMX/+/EHbiMVinD9/HkuXLh12oZ9KpUJFRQW8vb0xffp0NDY2ori4GEDPvHBlZWWfokAsFsPe3l4vCwhzcnKQmpqqU9vLly+jpqaG2ZtYLBYjJydn2BME0LMgr729ndkJrbKyErW1tejq6hq2rVQqRV1d3bCd3sPS0tKC9vZ21NXVDdtWo9EgLy9vyCujh0mtVqO2tlZbTA8nNTUVubm5DznV4ApLCpGjydGpbaYyExfyLzzkRIO7kH8BGcoMndrmaHJQVDJ8wf6w5ObmIi0tTae2paWlqKurY3a1LBaLUVBQoFO/devWLbS3t6O5ufmeX0+mkg/6n1wlH/JrJ0yYcM+vq0/Mpx7q6+tRUlKCTZs2Dblwr/fKWpfh4uvXr0OhUMDb2xvjx4/HmDFjkJSUhMDAQJSXl0OtVveZZrhzhOFuaTQanU/mEolE58UrarUaGo0G3d3dTBbcdHR03NWJXyaTQSqVwsrK6uGFGkRXVxfa29t1bt/7e2DRmUmlUnR3d+vcvqWlBZ2dnUyyymQyaDQanV9bKpVCIpEwO0moFCp0olOntp3oRHd3N7OsXd1dd5VVpVAxy3o3/Vbv+6Wrq4vJOqCurq67OvF3d3dDKpXC1tZWp/Z3LtRc/d1v7iZeH08++SQtZtRF75WSp6fnkO3KysogFAoxbty4YZ/zzjUHMTExSE5Oxssvv6x9vd7CQKPR4OrVq1ixYsW9fgt39Ys2NTXV+Y9HIBCAz+dDqVQy6SBEIpH2ThNdGBsbQ6PR6HRV/6DxeLy7upOhty2LrBzH3dXteTY2NjAyMmKSVa1Wg8/ng8/n63SFZmZmBhMTEyZZAUBgJIC50hwSSIZtaw5zCIVCZllFIhHMYa5TW3OYg2/EZ5bVxMRE536Lz+dDIBBApVIxycvn83U+6QM93xvHcTpnvZc7prztxsNY0H8tzPbt2+/r3KMvzAuFzs6eitrOzm7Idh0dHRgxYoROtwuKxWJYWVlp75ONjY3Fvn37UF9fj9LSUtjZ2WkXBV2/fh0ymey+RhTMzc11HlGYOHEipk6dqtP8mY+PDxwdHWFhYXHP2e6Hn58fwsLCcPr06WG/v9GjR8Pa2hpOTk5MFrJ5enrCxcUFJiYmkMmGnp82NTWFo6MjvLy8mCxkMzU1hbW1NRwcHNDQ0DBkWz6fj9DQUPj5+TG7S2PUqFHw9vbGlStXhm07depUhIWFMcvq7+uPkPwQpGhShm0bIYzA5KDJzLJOnjAZEU0RuK68PmzbEF4I/H39mWUNCwvD1KlTkZMz/LSOl5cXHBwcmIwsAj39VnBwMH766adhi1sHBwdYW1vDxcXlnvutvYs+HraNsUA04PMP9/dvKJgXCr3rAurr64dsN3LkSDQ3N0OlUg17K0vvrWW9wsPDYW5ujqSkJIjF4n7TDsD93fFwN3sdeHl5wdHREY6OjkPOUfP5fMyaNQtxcXHM7kl2cHCAo6Mj/P39tWs8BhMfH4+YmBhmtxmZmZnB398fU6ZMGXYBaFRUFAIDAwdcEKsv0dHRKCkpwYEDB4ZsFxAQAEdHR9jb2+spWX/x8fEoKyuDWCwesuN1dnbGqFGj4Onpyeyuh+gp0cgpzkGmIhMKKAZtZwlL+MAHoaGhzP6+QkJC4J3kDStYDTkCIoII04TTED0lmllWDw8PjBo1Ci4uLkMuxObxeJg1axbi4+OZZbWzs4OzszMCAwNRUDD0YtW4uDhER0ffV79lYsRuHwZ9Yb6YMSgoCNbW1vjuu+8GPH7lyhVIpVJER0dDpVLh2LFj/dpwHIdLly5p/917x0MvkUiEKVOmIDk5GWVlZX2KiDv3VHjYeDweli5dig0bNgza+fP5fCxbtgxBQUEYP368XnINZsmSJVi8ePGQUz6zZ8/GxIkTMXHiRP0FG8Bjjz2GuLi4Ie+NDw0NxYwZMzB7Ntt70idNmoSJEydi5syZg7Zxc3PDokWLsGTJEj0m68/DwwNBQUFYunTpoEWxg4MD1q1bh2eeeYbp/fMjR45EZGgkNgo3QoSBR4ssYYnnRM/h8VmPM91sx9jYGHNnzcVzwudgiYGHs0UQYYNwAyKCI4YddX2YeDwennnmGaxbt27QDcD4fD6WLl2KoKCgYaeSH7bFixdj4cKFQ/brcXFxCA8Px+TJk/WYrC8XFxdmr303mI8o9N53/eabb2LdunVYvHgxHBwcUFdXh8TERGRlZSErKwuPPfYYDh8+jLfffhuVlZUIDw+HUChEaWkpvv/+e0RERGDixIloa2tDQ0NDv6mE6dOn4y9/+QtUKlW/Ox7c3d31uv3s+PHjsXLlSgiFQly5cgVpaWnanRn9/PwQExODgIAALF26lPlubA4ODnj22WdhZGSk3UGwoaEBfD4fHh4eiIuLg5ubG9avX898C18LCwu88MILEAqFmDp1ap+dGV1cXBAfH48xY8bg2Wefhbm5bnPDD4tQKMTmzZshFAoxYcIEJCQkoKKiAhqNBqNGjUJsbKz258pyNAHoOUmsXLkSRkZGGDduHFJSUlBSUgKlUokRI0Zg2rRp8PHxwbJly5ju+dHr8VmPg8/jY8SlEbigvoBcTW7PzoywxGSjyQjhhWBO3ByETwxnHRUTwyZCo9HA9Kwp8jX5yFJnoQMdMIEJQvghiDSKRERoBB6f9TjrqHBzc8Pq1athZGSE0tJSpKWloaWlBUKhUNtv+fn5Md8kDugZVdi0aROMjIxw/fp1JCYmandmdHd3R3x8PMaNG4cNGzYw7bfWrl37SCxm5HEGcgNpSkoKduzYgZKSEu02thMmTMCTTz6J6OhoAD33ym/fvh0nTpxATU0NzM3N4ezsjGnTpmHJkiVwcXFBVlYW1qxZg8OHDyMoKEj7/E1NTZg6dSo4jsPx48e1Iw6xsbGYOHEiPvjgA71/z3K5HPn5+Th//jy6u7vB4/Hg5eWFmJgYg9i293YqlQpXrlxBUlISJJKeYVIXFxfExcXd1/zew9C7QDUxMRHNzc3gOA52dnaIi4vD+PHjDWJb7F4cx+HGjRtISkpCTU0NNBoNrKysMGPGDPj6+jLd6XIg9fX1SElJwdWrV6FWq2FmZoZp06YhKCiI6dX5QNra2pBxIQMFlwugUqpgbGKMScGTEB4WzrxQvJNUKkV2TjYu5l+EQqYA34iPCb4TEBURdVcL8/RBLpejoKAA58+fR1dXF3g8Hjw8PDB9+nSMGjWKdbw+1Gq1tt/qvSvK2dkZcXFxcHV1Zd5vfffdd3jssce069A6Ozv7vTelUumQx+/WvTyfwRQKv3a3305kCPukD4WyPhyU9eF4lLICj1Zeynp/3n33Xbz66qsGXygYzqUVIYQQQgwOFQqEEEIIAyzvvLobVCgQQgghDPz2t79lHUEnVCgQQgghDCQnJ7OOoBMqFAghhBAGdPm0W0NAhQIhhBBCBkWFAiGEEEIGRYUCIYQQwsCrr77KOoJOqFAghBBCGLh27RrrCDqhQoEQQghh4Pjx46wj6IQKBUIIIYQMigoFQgghhAyKCgVCCCGEgdWrV7OOoBMqFAghhBAGDO1j5AdDhQIhhBDCwK5du1hH0AkVCoQQQggZFBUKhBBCCBnUozFBQgghhPzCzJ07t8+/pVJpvzYDPaZvVCgQQgghDPj5+UGlUmn/PWrUKIZpBkdTD4QQQggDH3zwgc5to6KiYGZm9hDTDI5GFAghhBADUF9fD3Nz8wGPmZmZgcfj6TlRDyoUCCGEEANgbm4+aKHAEk09EEIIIQxERESwjqATKhQIIYQQBuLj41lH0AkVCoQQQggDH3/8MesIOqFCgRBCCGGgs7OTdQSdUKFACCGEkEFRoUAIIYQw4OXlxTqCTngcx3GsQ/xadXV1ITs7G5mZmVAoFODxeBg3bhxiY2Ph7OzM7J7ZgSgUChQUFCAlJQVdXV0AenYRi4+Ph7u7u0FlVavVuHLlChISEtDe3g4AsLa2Rnx8PHx8fCAQCBgn/C+O41BRUYGE9AQ01DVAo9HA3Moc0yOmY8KECRCJRKwjanEch5qaGiSnJ6OyqhIatQbGZsaYEjYFE8MmMtsMZjCNjY1ITU3FlStXoFarIRQKERISgilTpsDa2pp1vD7a29uReTETuYW5UMlV4Bnx4OPlg5gpMXBwcGAdr4+uri7k5OQgIyMDcrkcADB27FjMmDEDLi4uBtUXKBQKFBYWIiUlRbsVsoODA+Li4uDh4WEQWaVSKSwsLAD0TEU87Nsj7+X1mOyjwHEcjh07hu+++w5XrlyBXC6Hvb09wsPDsXTpUoSFhQEAZs6ciYCAAHz00Uf9nuOxxx6Dl5cXtm7dCgD46KOPsHPnTuTl5UEoFGpf54MPPsCuXbvw29/+Fs8++yyKiopw6NAhFBUV4erVqwgICMDhw4f1983/n6KiIhw9ehT5+flIT09Ha2srRCIRfH19UVxcDB8fH6xcuVL7vbBUXV2NPXv2QCwWIzk5GQ0NDRAIBHB3d8fly5fh7u6OZ5991iBOFM3Nzfjyyy9RUVGBxMRE1NTUAABcXV1RUlKizTpy5EjGSXv+YL/c8yWuS67jnPwcruEa1FBjVPMoFJwpgFeCF9YuXwtXV1fWUaFUKrHvm30orSlFgjwBpSiFAgqMaB+Bi6kXEXQ+CIueXIQA/wDWUaHRaHD8+HFcunQJqampKCgoQHd3NywtLREeHo7MzEzEx8cjOjqadVQAQFp6Gs6lnMMF9QVc1FxEBzpgqjTFhMIJyL+SjzD/MMyfNx98PvsB4JKSEnz77bcoKChAeno6WlpaIBKJ4O3tjZKSEnh5eWH16tUGUeDW1NRg9+7d2n6rvr4efD6/T7+1ceNG7UmThX379mHhwoXMXl9Xei8UFAoFXnzxRWRmZmLRokVYt24dLCwsUFFRgUOHDmHNmjXIz8+HQqHAjRs3sHjx4n7PIZPJUF1djSeeeEL7mFgshru7u/bEKpfL8frrryM5ORkfffQR5syZAwA4e/Ysbty4gWnTpqG6uhre3t76+cZvU1paikOHDuHzzz9Ha2ur9nGVSoWcnBzk5uZi0aJF0Gg0WL9+PdOqt66uDrt27cLOnTu1J12g58Rx+fJlXL58GTExMVCpVHjppZeYdhASiQSff/45vv76a1y5cqXPsYqKClRUVMDf3x9qtRovv/wyLC0tGSXt+Tv4YtcX+KHtB6RqUvscq0EN9iv3w1XpCs1+DTav24zRo0czStpz4t399W78XPMzvld9Dw7/HYRsQAO+V32PFKRA+YMSq4xWMfmbut3x48dx6tQp7N69G0qlUvt4a2srzpw5g/Pnz0MqlUIgECAqKophUiAjKwPHU4/jC+UXkOK/H/7TgQ6kc+m4oLiAtcVrAQALn2R7QikvL8fBgwfxxRdfoLm5Wfu4SqVCXl4e8vPzMX/+fGg0GmzcuJFpYVNfX4+dO3di165dqK6u7nPsypUruHLlCqZOnartt4yNjZnkrKqqYvK6d0vvhcLrr7+O7Oxs7N27F6GhodrHJ0+ejGeeeQbffPMNjIyMUFxcDI7j4OPj0+85ysrKoFar+xwrKyvTjkS0tLTg+eefR1VVFXbv3t3ndV577TUAQFtbG3bs2KH3Tk2j0eDbb7/Fjh07+hQJt+M4Dt999x2cnJxQXl7OdB7ryJEj+Oabb/oUCXdKSUmBo6MjsrOzmXa8p06dwpkzZ/oVCbcrKSnB2bNn4eXlhSVLlugxXV8XLl5AtiS7X5Fwuxu4gcOKwxj540hseXaLHtP1VVZWhqLaon5Fwu1a0IIdih0w/cEUb/z2DWYnicbGRly6dKlfkXC7rq4ubNu2DZaWlggNDYWpqameU/aQyWQ4m3gW25Tb+hQJt1NBhd3K3XAoccDUiKnMpiE4jsORI0ewa9euPkXCnW2OHTsGJycniMVi+Pr66jnlf3377bc4cuRIvyLhdufPn4ejoyOysrIQExOjx3SPHr3+NSclJeHnn3/GH//4xz4nb20YPh/Lli0D0HPVDWDAQkEsFvc51tHRgZs3b8LHxwfXrl3D008/jba2NnzzzTcDvs7tz6/vQqG8vBx1dXVoaGgYsh3HcThz5gwSEhL0lKy/xsZG1NfXa3/eQ0lMTERKSgpYLXmRyWS4cuUKLl68OGzbCxcu4PLly9r5VX3jOA5pWWlIUA3/u72CK7jVdAtNTU16SDawhPMJOK04PWiR0Kse9bilvoWrV6/qKVl/qampSE1NHbRI6CWVSnH58mXk5ubqKVl/efl5uMxdRieGvkVOBRWSlclIyUjRU7L+rl69ilu3bqGurm7IdobQbzU3N6Ourg6XL18etm1iYiLOnz8PjUZzz6+nUci0/91t/2cIU6C60OuIwq5du+Di4jLgdMKdxGIxbGxsBvzYzdLSUlhZWcHZ2VnbFugZen7mmWcwfvx4fPbZZ7C1tR3y+YEHUyhoNBqd3yC5ublIT0/XqW1ZWRnq6+uhVCqZXKGJxWJcunRJp++toaEBHR0daGxsZPLmv379Om7evKnTyV8mk6G2thbXr1+Hp6enHtL11dTUBIlKgiYMf/LnwCFHlYOysrIh388Pi1qtRuOtRpSjXKf26fJ0TC2eivHjxz/kZAO7cuUKCgoKdGp74cIFXLp0idk2utmF2bioGr6wBYACrgCl4lKo1eqHnGpgvWupdHH16lU0NTVBLpfDyEj/y+DKysqQn5+vU7/V3NwMiUSC+vp6nUdr7lwMXfnBCu3/G7v4wGn1uzpPFz///PPaRZaGTG+/xdbWVly6dAlr167t80PkOK7Pm5/P54PP50MsFg84mgD0FAq3n+B7T/pffPEFoqKi8MUXXww7V15aWgpHR0dYWVndz7cFAHf1i+7o6EB3d7dObTUaDTQaDSQSCZO5f4lEgo6ODp3by2QySCQSJkO5HR0dd5W1s7MTHR0d2js49Km9vR0yyHRuL9FI0NHJJqtMJoOarwan1q0Q7kY3OqRssgI9hY2uf1/d3d2QyWTMssrkMnRDx6zohkalYZZVIpHo/HPt7dPb29uZ9AWdnZ3au5100dtv6bqocai1TfKaUnBKOXgiE52e6+TJk5g+fbpObVnSW6FQVVUFjUbT7+R/4MAB/O1vf9P+e/PmzXjttddQVlaGRYsWDfhcYrEY8+fP1/67tLQUtra28PLyglgsRmtr64AjEXc+x4OadjA3N9d5RMHW1lbnRXRGRkbg8/mwtrZmsqDR1tb2rkYHzMzMYGtry+TuB2tr67u64ra2toa1tTWTrLa2tjDjdH9dO4EdbKxtmGQ1MTGBQCOAAAKoMfzVrCUsYWvF5j0AAEKhEBYWFmhraxu2raWlJczNzZllNTczh0WLBepRP2xbS1jCyNiIWdYRI0bo3G8JBAIIBALY2NgwuRXZ2toadnZ2Ore/335r3OsHwCnlqPp4/V1/bV5eHhUKt+ut8O6s2mbOnImgoCDcvHkTr7zyCvz8/FBXV4eOjg54eHj0e56qqip0dHTAz89P+1jvSf/DDz/E/Pnz8Zvf/Ab79u0bdNhLrVajoqICU6dOfSDf291MC4SHhyM6Oho5OTnDtvX398e4ceOYDN8BgK+vL0JCQvDTTz8NO4fn4uICGxsbjBgxgklR4+7uDkdHR5ibmw87wmNhYYHRo0fD3d2dSUdmZ2cHGzMbOCmcUIvaIdsKIEAQPwi+vr5MsgoEAriOc4VfhR+KUDRs+2jjaEwMnshsr4qQkBCEh4fj7Nmzw7aNiorClClTmGWdEjoF2Q3ZqFBUDNs2nB+O4MBgZlnDwsIQHR2t0xogX19fuLi4MLsDytfXFxMmTMCPP/447FSNk5MTbGxsYG9vf8/9Fl9kgntf4fBo0NvEd+/V3p2LYUaNGoXAwEDticjf3x+NjY0AMOCmKCkpKeDxeJg8eTKAnmGu8vJy+Pj4wM7ODh9++CEKCgrwz3/+c9AslZWVkMlkTG7jGjt2LEaNGoVx48YN2c7IyAizZ89GbGysfoINwMbGBi4uLoMuCO3F4/Hw2GOPYcaMGcxu5ezdTEeX6jw2NhZhYWHMCjAej4cZUTMwRzhn2LZhvDCMcRnzQKbI7tWMqBmYLZoNAYY+SbnBDQ4mDhgzZoyekvUXGRmJiIiIYa8OR4wYAQ8PDwQGBuopWX8BAQFw57ljJIYetTOFKSIFkZgyaYqekvXn6uoKe3t7uLu7D9lOIBBo+wJWLC0tMXbsWEycOHHYtr19rCFsvGTI9FYo+Pr6YuTIkTh69OiAV6clJSWwsrKCq6srHB0dtY/dTiKR4KuvvsK0adO0CxmrqqrQ1dWlPelPnjwZL7/8Mvbs2YNTp04NmOXOuyb0icfjYcWKFVizZg1cXFwGbCMUCrFu3TqEh4cz7XQBYMmSJXjqqaf6jODcjsfjYeHChZg4cSKCg4P1G+4OM2fORHR0NKZNmzZom97jcXFxekzWX0hICMJGh2Gh0ULwMHAn5Q9/PGHyBBY/Ofzi34dp3LhxCPcJx1rhWggx8AZgrnDFatFqLF+8nGmna2Njg7i4OGzevHnQHedGjBiB5557DosWLWK6oZlQKMSSp5Zgs3DzoMWCGczwnOg5xE6NZbKYtRePx8PKlSuxatWqQfskIyMjrFmzBmFhYXBzc9Nzwr4WLVqEefPmISBg4A3AeDwe5s+fj4kTJ2pvq2fhrbfeYvbad0Nvl1RCoRC///3v8fvf/x7Lly/HsmXL4OjoqF3kePz4cQQFBQEA7O3tERcXh6+++gpAzwm9trYW+/fvh0wmw5/+9Cft8w500t+8eTNycnLwxz/+EV5eXhg/fjw0Gg3OnDkDADh37hx4PB7EYjHKy8sRGBioLTz0wcXFBevXr4dQKER1dTWSk5O1OzMGBQVp37xPPPEE80rX1tYWzz//PEQiEWpra5GQkICGhgbw+Xx4e3tj6tSp8PLywrJly5hvjWxiYoIXX3wRpqamiIyMRGJiIm7cuAEAGDNmDGJjY+Hq6or169fDxES3xUYPi0AgwMZVG2F6xBS+Vb5IU6ahjCuDBhqMwijEGcfB0dQRG1dthI2NDdOsPB4Pi59aDGORMZwKnHBJcwkF6gIoocQIjMB00XS4Grli9TOrBy1+9SkmJgYCgQBWVlYoKSnBxYsXtTszRkVFwcPDA4sWLYK/vz/rqPD19cVybjmMjxujAhU4rziPDnTABCYINwpHIC8QM6JnIDqK/S6STk5O2LhxI4RCIWpqapCUlISWlhYIhUJMmDAB4eHhCA0NxZNPPsm837K2tsYLL7wAY2Njbb/VuzOjp6cnpk2bBg8PD6xcuZJpv5WVlcV0VEtXev+sh9TUVHz55ZcoLi6GUqnEyJEjERgYiKeeegqxsbHa4eDOzk588sknOHPmDBoaGjBixAhMmzYNW7Zs0Y44AMDWrVuxbds25OXl9ZkTa21txYIFC2Bubo4jR46grq4Ojz/++ICZdu/ejcjIyIf7jQ9ArVZDLBYjNTUVHR0d4PP5CAgIwJQpU5juGjgQjuNw7do1pKSkaDdc8fDwQHR0tEHeC3zz5k2kpKSgtrYWGo0GLi4uiImJ0WtBqKumpiakZaXhWvU1qFVq2I20w/TI6XBzc2Pe4d5JIpEg82ImSspLoFQqYW1ljehJ0fD29mZeKN6pu7sbubm5yM7Ohlwuh5mZGaZMmYIJEyYYxNbot1MqlSgqKkJGbga6ursgNBIiLDAM4WHhzDaEGoxarUZZWRlSU1MhkUjA4/G0/RbLKbKBcByHyspKpKSkaKe03d3dERMTc1cLHoejUci0t0mOe/0A+Dre9fDuu+/i1VdfNfjPeqAPhTIQarUaXV1dMDMzM7gO906U9eGgrA/Ho5QVeLTyUtYev/RCgf2njBBCCCHEYFGhQAghhDDw/PPPs46gEyoUCCGEEAZaWlpYR9AJFQqEEEIIA9988w3rCDqhQoEQQgghg6JCgRBCCCGDokKBEEIIYeDpp59mHUEnVCgQQgghDDzITZ8eJioUCCGEEAY+++wz1hF0QoUCIYQQQgZFhQIhhBBCBqW3T48khBBCfuk0CtmwbXhCY/B4POYfd68rKhQIIYSQB6T63xuGbWPs4gOn1e8iMjISUqlUD6nuD009EEIIIXokrykFp5Tj73//O+soOqERBUIIIeQBGfPKzkE/ZppTylH18XrtvzUajb5i3RcqFAghhJAHhC8yGbRQeDTKgv5o6oEQQghhIDg4mHUEnVChQAghhDAwb9481hF0QoUCIYQQwsC2bdtYR9AJFQqEEEIIA42Njawj6IQKBUIIIYQMigoFQgghhAFXV1fWEXRChQIhhBDCwJo1a1hH0AkVCoQQQggD3377LesIOqFCgRBCCGGgtLSUdQSdUKFACCGEkEFRoUAIIYQwYGZmxjqCTqhQMBAcx7GOoDOO4x6ZvJT14aGsDwdlfTgM8e/rtddeYx1BJ/ShUAy1tLTg/PnzKCgogFqtBgDY29sjPj4enp6e4PMNp47r7OzEhQsXkJWVBaVSCQCwsrJCfHw8/Pz8YGRkOG8lmUyGvLw8pKSkQCaTAQBMTEwQExODkJAQmJgM/IEtLKhUKpSUlCAhPQGSFgkAQGgsRGR4JCZNnAQLCwvGCf9Lo9GgvLwc586fQ1NdEzhwEBgJEDwhGFERURgxYgTriFocx6G6uhqJiYmorq4Gx3Hg8Xjw9vbG9OnTMXr0aNYR+7h16xZSMlIgLhVDo9GABx5cxrkgbmocxo4dCx6PxzqiVmtrK9LT05GXl6ftt+zs7BAfHw8vLy+D67cuXryIzMxMbb9laWmJuLg4BAQEMO+3EhMTMXnyZKYZdPHAfkpr165FV1cXDh8+3O/Yhg0b0NraiqNHj+LIkSN46623tMf4fD7s7e0xZ84cvP7669pfXFNTE2JjY/HSSy9h06ZN2vZKpRKrV69GXV0dvvvuO4wcOVL7nE5OTkhKSurz2vv378e7776LS5cu9el0r127hs8//xyZmZmQSCRwdXXFq6++ivj4+Af1IxlSZmYmTp06hbS0NGRnZ0MqlYLP58PT0xOlpaXw8fHBhg0bDOKkJhaLcejQIVy6dAnp6elobW0FAIwdOxYlJSXw9vbG5s2bYW1tzTgpUFtbi127dqGoqAgpKSmor68HAIwePRr5+fkICAjAhg0b4OjoyDgp0NbWhu27t6O0uxSJikRUoQoAYNtli6jzUZiYORHLFi2Dl5cX46Q9xdeOvTtQ2lyKs4qzKEc5OHAwV5tjUs4kZOdnY278XEyexL7TU6vV+Prrr1FYWIizZ8+ipKQEKpUKxsbGCA4ORmFhIaZMmYK5c+cyPwFzHIdTZ08hPScdicpE5HF5kEMOAQTwq/DDlZorCBwbiBVLVjA/qQHAxYsXcfLkSZw/fx4XL15EZ2cneDyett/y9vbGxo0bYWpqyjoqrl69igMHDiAnJwfp6eloaWkBAIwZMwbFxcXw8fHBpk2bYGtryyxjRkbGr6tQKCsrG/QkKxaLER0drf1/Ozs7fPrppwB6OqDTp09j9+7dcHR0xNq1awH0VKjz5s3DgQMHsH79eu0fybvvvouSkhIcOHAAI0eO1D6nSCRCbW2t9iR7+2s7Ozv3KRIyMzPxwgsvID4+Hm+99RYsLCxQVFSkt5NyXl4ejh07hs8++wydnZ3axzUaDcRiMcRiMR577DFwHIfnn38eAoFAL7kGUlVVhQMHDuCLL77ot91oVVUVdu3ahbCwMGg0GrzyyitMO4iWlhbs2LEDX331FSorK/scu3XrFr755htcvHgRGo0GW7ZsYXoF3N3djS92fYHDHYeRh7w+x1rRihPqE7iovgj1t2psXLkRY8aMYZS058T75e4vcaLxBM5ozvQ5JoUUSZokZGuyIU+Q95yMg4LZBP0/hw4dwunTp3Hw4EFoNP/9YF+5XI4LFy4gLy8PEokEQqEQs2fPZpgUOJd0DqcuncJ25XYooNA+roYaRShCibwEz1x7Bvzv+Fi1dBXDpEBhYSGOHj2Kzz77DB0dHdrHOY5DWVkZysrKMHPmTHAchxdffJFpv3Xjxg3s3bsX27ZtQ0NDQ59j1dXV2L17N4KDg7X91qOyVoCVBzJG1NjYiObmZnh7e/c71tLSgsbGRu3JWywWw9vbG8HBwQgODkZERAT+/Oc/w8zMrN+tImvXrsWtW7fw888/A+i55/TQoUN45513EBgYqG0nFosxadIkODs79xtREIvFfQqHpqYmvPLKK/jtb3+LDz74AI899himTp2K559/HlOnTn0QP44hqdVqnDhxAl9++WWfIuFOP//8M0pKSiAWix96pqF8++23OHDgwJB7kufk5GinJVg6efIkTpw40a9IuN3169dx6tQpnDp1Sn/BBpCelY7Mrsx+RcLtGtCAr5Vf47uT3+kxWX9XrlxBSWtJvyLhdp3oxA7FDvz484/a4WgWamtrUVRU1K9IuJ1CocCOHTuQkZEBqVSq54T/JZVKkZ6Vjh3KHX2KhNtpoMEh1SGUXCvBzZs39ZzwthwaDX744Qfs2LGjT5Fwp7Nnz6K4uBiXL1/WY7r+vvvuOxw8eLBfkXC7/Px8ZGZmIj09XY/JHk0PpFDoPcHffkIe7JhYLO43lCqRSNDd3Y2xY8f2edzb2xuRkZHYvXs3CgsL8c4772DVqlVYsGBBn3a9xcD06dORnJysfZzjOJSXl/cpYLZt2wYnJyesXLny3r/h+3DlyhVUV1drh++Hcu7cOZw7d04PqQZWW1uLxsZGXLt2bdi2qampSE9PH7Rzfti6urpw9epV5OfnD9s2NzcX5eXl6OrqevjBBqDRaJB1MQtp6rRh21agAg1tDbh165Yekg3sXNo5nFWcHbZdC1pwU3OTaXGbkpKCpKSkYd+Hcrkc+fn5uHjxop6S9Zedk418TT5kkA3ZTgMNEhWJSMlI0VOy/sRiMW7evInm5uZh27Lut+rr69HQ0ICrV68O2zYtLQ1ZWVn3VdxqFDJwSvk9fe1vf/vbe35dfXogUw9isVi7UOhOvYWCt7c36urq0N7ejvHjx0OlUkGj0aCyshLvv/8+xowZg+XLl/f7+rVr12Lz5s3YuHEjgoOD8Yc//KHP8d7n9Pb2ho2NDQ4ePIjm5maMHDkSVVVV6Orq0uZSqVT48ccfsXDhQrz66qtITk6GkZERpk+fjrfeeuue59g1Go3Oq2kLCgpw4cIFndpWVFSgpaUFSqWSyQKhiooKXLp0Sae2LS0t6OjoQGNjI+zs7B5ysv4qKytx48YN7YKloSgUCtTU1KCqqorJ/H9jYyMknAStGL5YBIAcZQ4qKipgb2//kJP1p1ar0dbchuu4rlP7LEUWYq7EDNgX6MPVq1dRUlKiU9vc3Fzk5+drp0X1reBKAfLUg48o3a4Yxai4VsFstKawsFDnEcPr16+jra0NMpkMQqHwISfrr6KiArm5uTq1bWtrg0QiQX19PUaNGqXT19w5pVL5wYq7ztirrKwMHh4e9/z1+vLACgUXF5cBV2iXlpbCyckJ1tbWyMvr+aN46623+ixoDAwMxNdffz3giXrKlCkwNzcHj8fDv//9734LenqvXry9veHm5gYTExMkJydj0aJF2mO9oxklJSVobW3F/v378dRTT+HTTz+FWCzGv/71LwDABx98cE/f/90MX0qlUsjlulWfHMdBo9FAIpFAJBLdU7b70dHRcVdX3QqFAh0dHUzm+zo7O+8qa3d3911/zYMikUgGHWoeiJSTolPKJqtMJoOarwan1q0QlkMOabeU6WiNrn9fcrkcCoWCWVa5Qg45dMwKOTQqDbOsnZ2dOv9cAWj7LRZrlqRS6V31yb39lqWlpU7th2pn7OIDntBY59f+8ccf8eqrr+rcnpUHUijcuYDwzmO9VxelpaXg8/k4ePAgBAIB1Go1ysvL8f777+Pvf/87/t//+3/9vv7dd9/V3hEglUr7LUArLS2FUCiEu7s7hEIhIiIi+hQKZmZm2oVgvaMb8+fPx1//+lcAPYVIcXFxv7UNd8Pc3FznEYWRI0fCxsZGp7YikQgCgQDW1tZMVmePHDlS5yob6Pk5jBgxgkmhYGtrq13cqosRI0bA1taWSdaRI0fCnDPXuf1oo9GwtWGT1cTEBEacEYQQQonhR2tsYQs7Gztmi8NEIhGsra11GiK3sbGBpaUls6xWllawbrFGPeqHbWsDGwhNhMyy2tvb63x3gFAohEAggK2tLZORUBsbm7u6q8nCwuK++q1xrx/Q/j9PaMz8TpqH4b4LBbVajevXryMuLq7fse7ubly7dg0zZ84E0HP1P2bMGAQHB2vbBAcHo6KiArt378b//u//9qlADx06hG+++Qb/+Mc/8P7772Pfvn148803+7yGWCzG+PHjtUNcsbGx+Mc//gGFQoHS0lJ4enpqf3FNTU0AgHXr1vV5DmdnZ3R3d2vvtb5bd/PHMHnyZMTExOg0NzphwgR4enoyuy3K398fEyZMwIkTJ6BSqYZsO27cOIwcOZLZnQTu7u4YPXo0rKysIJFIhmxrY2MDBwcHuLm5MVmZPXLkSIywGoGxTWO1t0QORgghAngB8Pf3Z5JVIBDA3cMdgaWByMXww7nTjKdhUugkZiveJ02ahIiICJw8eXLYttHR0Zg2bRqzrFMnTkXurVyUycuGbRshiEB4SDizrOHh4Zg2bRoyMjKGbRsQEKC9cGPB398fvr6+EAqFw05FjhkzBra2tvc1rccXsb+F/WG773Kvra0NSqVywGmDjIwMKJVKREZGAhh4ISMAGBsbg+M4KBT/HY7NycnBu+++i82bN2PhwoV4+umn8e233/a7U6D3LopeMTEx6O7uxoULF/rd8dBbBLi4uPR5jqqqKri7u+ulEnR2dsaoUaOGncM1NjbGzJkzMX369IeeaTAWFhZwc3PT/v4Gw+fzMXfuXL3tQTEQgUCASZMmYdasWcO2nT17NiIiIpjevhU/NR5zRXPBH+ZPMIofhfHu42FurvsIxIMWGxWLWaJZEGHo6S9f+GKUxSg4OTnpKVl/kydPxsSJE2FlZTVku9GjR2Ps2LHw9fXVU7L+fH19MYY3Bo4Y+urXClaYyJ+IiPAIPSXrz9HREaNGjYKfn9+Q7UQiEWbPno3Y2Fg9JevPzMwMnp6ew97FxuPxmPdbvdsBGLr7LhRsbW1hamrabwGRQqHA559/Dg8PD4SFhUEul6OysrJfoaBWq5GSkgJ3d3dtsVFfX4+XX34ZkZGR+M1vfgMAWLlyJRQKRZ+P5ex9ztuLgVGjRsHX1xcnT57EzZs3+5yQx40bB6DnHtteVVVVSEhIwFNPPXW/Pwqd8Hg8rFq1CsuXLx90IZ2ZmRk2b96M6Ohopp0uACxevBhz5swZdFMQoVCIVatWYdKkSQgICNBzur5mzJiBqKgozJ07d8BRHj6fj3nz5mHKlClMCzCgZ7QofGw4VgpXQoiBr7wieBGYZTYLi55YpOd0fbm4uGBa2DRsFm2GGQYenvWGN54xeYb5vf4WFhaYN28enn/++UGHyp2cnPDss89ixQq2mxgJBAKseHoFNoo2whnOA7axgQ2eFz2PebPm6TyH/rCsWrUKS5cuHXSa2dTUFJs2bUJUVBRcXV31nK6vBQsWYNasWZgyZcqAx42MjLBixQqEh4cjKChIz+kePff9V8Ln87FkyRLs378fNjY2CA0NRXNzM7755hvU1NRgz5494PF4KC8vh1qtBp/PR35+PjiOw61bt3Do0CFcvXoV27ZtA9Bz8n/xxRdhbm6ODz/8UNvhjxo1CnPmzMHevXuxatUqCAQC7XPeeXU+ffp0bN++HRzH9TkWFxcHR0dHvPnmm3j++efR0NCArVu3wsfHB6tW6a+Dc3BwwObNm2FiYoL6+nokJyejpaUFIpEIYWFh8Pb2RkxMDGJiYvSWaTAWFhZ48cUXYWFhgdjYWKSkpODWrVvg8/nw9/fX7ofx1FNPMZ+bEwqFeP7552FtbY2QkBBkZmbi+vWe1fq9IyPjx4/H8uXLmQ2L9uLxeFi1dBUsT1piXPE45GnycFl9GRpo4MhzRLQwGs4jnbFm2Rqmowm95sycAxNjE4xMH4lSlCJHmQMllBiBEYg1jsUo01FYs2wNkzsz7jRx4kQIhT3z+VVVVcjMzER3dzcsLS0RHR0NR0dHLF++HG5ubqyjws3NDeuXrYfxEWPUqeuQKk9FBzpgAhNEiiIxjjcOTzz2BEKCQ1hHhZ2dHZ5//nmYmpqivr4eSUlJaGlpgVAoRGhoKHx9fTF16lTMmDGDdVSYm5tjy5YtsLCwQExMDFJTU1FbWws+nw9fX1+EhoYiMDAQCxYsYNpv7d69+5FYzMjjHsCnZPRuYHL8+HHcvHkTVlZWmDx5Ml544QV4enoC6NkA4/b1BXw+HzY2NggPD8fmzZvh7+8PAPjDH/6A06dP4/Dhw9qv7XX58mUsWLAAW7duxezZs7XPmZ6e3ueWvMLCQixZsgQAcOnSpT6VeGlpKd59910UFBTA0tISTz31FF566SUmi4Q4jtN2ZC0tLRAIBAgKCkJoaCiMjXVfOasvt27dQkZGhvaefh8fH0yePNkgTmR3amlpQWZmJqqrq6HRaDB27FhERUUx3a51MJ2dnbh46SLKq8qhUCrgZO+EqMlRBvd5BEBPIZ+bn4sicRFkchnsbe0xJXwKxowZw7xQvJNKpcLly5e1W6RbW1sjIiLC4D5HBei5S+Dq1au4kHcBkk4JhEZCTAqaZBCfR3Cn3s/RyMzMRHNzM/h8PiZMmICwsDCD2HL+TvX19cjIyEBdXR0AwMvLCxEREUw+R0WjkGlvpxz3+gH8/Z//wquvvqrN0tnZ+dD7U6lUetev90AKBXL/1Go1urq6YGZmxnTuXBeU9eGgrA/Ho5QVeLTyUta786gWCoZVVhNCCCG/Ek888QTrCDqhQoEQQghhwBA+GVYXVCgQQgghDHz44YesI+iECgVCCCGEDIoKBUIIIYQMigoFQgghhIHBNoQyNFQoEEIIIQwYwuZUuqBCgRBCCGFgoE9MNkRUKBBCCCEMdHV1sY6gEyoUCCGEEDIoKhQIIYQQBgb7JE5DQ4UCIYQQokddChWkUinmzJkDqVTKOs6wqFAghBBC9Cjwrz/AaoQdXnzxRYwaNYp1nGFRoUAIIYQw4Orqqv3/qKgomJmZMUwzOCoUCCGEED0q+vOTkLQ0wdjYGJ2dnejs7ERaWhp4PB7raAMyYh2AEEII+TUxExnB3Nwc9vb2MDc3Zx1nWDSiQAghhDCwefNm1hF0QoUCIYQQwsCJEydYR9AJFQqEEEIIA/n5+awj6IQKBUIIIYQMigoFQgghhAE+/9E4BT8aKQkhhJBfmDfffJN1BJ1QoUAIIYQwkJmZyTqCTqhQIIQQQhhISEhgHUEnVCgQQgghZFBUKBBCCCFkUFQoEEIIIQy88MILrCPohAoFA6BWqyGVSqFQKFhHGZZGo0FXVxfkcjk4jmMdZ0gcx6G7uxvd3d2PRFaZTIbu7m5oNBrWcYYll8vR1dUFtVrNOsqwlEolurq6oFKpWEcZlkqlglQqhVKpZB1lWLf3W4b+99Xbb8lkMoPK2tTUxDqCTuhDoRiqqalBUlISrl27BqVSCT6fDwsLC8TFxWHChAkQCoWsI2o1NTUhNSMVRcVFUPFUAAeYikwRHRmNsNAwmJqaso6oJZFIkHEhA9m52VBoFAAHiPgiTJo4CZGTImFlZcU6olZ3dzcuXbqEtLQ0yGQyaDQaCIVCBAYGIjo6GnZ2dqwjaimVShQWFiIxMRGdnZ1Qq9UwMjKCh4cHYmNj4ezszDqilkajQWlpKc6dO4fm5mZtVicnJ8TFxcHd3d1gPqmP4zhcu3YNiYmJuHnzJlQqFQQCAWxtbTFz5kz4+voa1P32tbW1SEpKwtWrV/v0WzNmzEBQUJBB9VvNzc1ITU1FUVGRtvgyMTHBtGnTEB4ezrzfOnz4MN566y2mGXTxwAuFtWvXQq1WY9++fQMe/9///V988803OHXqFGbNmqWt8gUCAZycnLBs2TJs2LBB276rqwvbtm3D6dOnUVNTA1NTUzg5OWH69Ol49dVXAfS8Gb755hukpKSgsrISADB58mS88cYbcHR07PP6eXl5+OSTT3D58mWo1WqEhITgf/7nfzB+/PgH/aMYFMdxOHv2LJKTk3HmzBkUFhZq38QuLi64fPkyAgMDsXnzZlhYWOgt12By83Jx7OdjSFYm4xJ3Cd3oBgDYK+2Rl5yHkIwQPLv2Wdjb2zNOCly/fh17v9mLTGUmMjWZkEACALCGNSIzI5F1KQtrnlmDcePGsQ0KoKGhAV9++SXy8vKQkpKivbowNTVFeHg4CgoKMH/+fISEhDBOCnR0dGDbtm0oKipCYmIiampqAABCoRATJkzA5cuXMWPGDMTHxzNOCigUCuzatQtFRUU4ffo0rl27Bo7jwOfz4evrC7FYjIkTJ2Lp0qXMT8AajQZHjhxBdnY2fv75Z5SWlkKtVoPH48Hd3R1lZWUIDAzEhg0bIBKJmGYFelbpJyYmavut3lFQZ2dnFBcXIzAwEM899xwsLS0ZJwUKCgpw9OhRJCcn49KlS+jq6gIA2NnZITc3F6Ghodi4cSNGjRrFOKnhe+CFgoeHB06dOjXgsbq6Ohw6dAirV69GW1sbVCoV3nzzTQQFBaG7uxsHDx7EP//5Tzg5OWHOnDno7OzEihUr0N7ejvXr18PT0xOtra3Izs5GYWGh9nlPnDiBn376CYsWLYKvry9u3bqF999/H5s2bcL3338PI6OebzMhIQFbtmzB7Nmz8d5776G7uxsff/wx1q1bh1OnTunt4z7T09Nx6tQpfPHFF5DJZH2O1dTUYM+ePYiKigIAvPLKK9r8LIjFYnz383f4VPEp2tHe51gjGvGt6lsUqYrA7ebwyvOvMC1s6uvrsefQHmxXbEcd6voca0c7ftb8jEJ5IbiDHF7Y8AIcHBwYJQU6Ozuxfft27Nu3D2VlZX2OdXd3IzU1FQUFBVCpVLCwsICnpyejpD3D4du2bcPRo0f73fetVCqRk5ODkpISyGQymJmZYcqUKYyS9hThe/bswenTp3Hs2LE+xzQaDUpKSlBaWoo1a9bAxMQECxYsYBP0//zwww84e/Ysdu/e3Wcah+M4VFRU4PPPP8eTTz4JgUCAZ599lukoSFZWFk6ePInPP/+8X7918+ZN7Nu3DxEREQCA3/zmN0xHFq5evYojR47g008/RVtbW59jTU1NOHr0KIqKisBxHF555RWDKGwM2QM/A40fPx5NTU2QSCT9hng/+eQTmJiYYNOmTdr7R+Pi4uDi4gIACAkJQWJiIs6fP485c+Zg9+7dqKiowM8//6xtAwCPP/54n3mmuXPnYs2aNX1eSyqV4q9//SvKy8vh6+sLAPj8888xYcIEfPTRR9o/OEtLS6xfvx7FxcWYPHnyg/5x9KNUKpGYmIidO3f2+2O7XXp6Ory9vVFSUoKgoKCHnmsgHMfh2M/HsFext1+RcDsxxEiXpSMsMwyPzXxMjwn7OnH2BI4pjvUrEm5Xi1r8oPgBY8+Nxbrl6/SYrq/U1FScP3++X5Fwu/b2duzfvx82Njb43e9+x+wkUVRUhJKSkiE3h5HJZNi5cydsbGwwadIkZsXtjRs3UFZWhuPHjw/aRq1WY+/evXB2dkZcXByzqSiJRILc3Fzs3bt3yLUeP/74Izw9PVFdXY2xY8fqMeF/qVQqnDlzBrt27Rqy38rKyoK3tzeKiooQGhqqx4R9HTt2DPv37+9XJNyuvLwcqampCAkJwdy5c/UX7jZLly5l8rp364GPu3l4eAAAKioq+jxeWVmJY8eOYdOmTbC2tkZpaSnMzMz6zGsaGxvDyMhI+0a8cOECXF1d+xQJvW7vNAeaxxUIBADQZ4FgW1tbv7nJ9vaeE6C+ri6Li4tx7do1dHR0DNs2ISGB6YYcN27cQFN3E2pQM2zbdE06snOzmS1u6+joQFV1FYpRPGzbIhShsrISnZ2dekjWn0qlwqVLl5CRkTFs2+rqajQ2NuLmzZt6SDYwXd+HEokElZWVKCkp0UOqgSUlJeHcuXPDLlhTqVTIzs5mujNeVlYWLl26NOzCRY7jcO7cOSQlJekpWX+XL19GVVWVtr8cCut+6+bNm2hsbERVVdWwbbOyspCTk3NfC101Ctmg/w33PhwxYsQ9v64+PZSpBwC4du1an7nVf//73xg5ciRWrVoFoGdI+86TdklJCbq7u+Hn5wcAMDMzQ2VlJXbu3IkFCxbo/ENVqVQ4fPgw7OzstM8FAI/9//buO66J+/8D+CsEkCV7L2UHkKWylKEixYEb98C6arVonXW3tra21oWjiooVt2jdeyvuragsGQIie8+E5H5/8Mt9jSEQVHLQfp6PBw/N3ecub8Ll7n2fdb164eDBg+jfvz+cnJwQGxuLVatWYfTo0bCwsPjk31kgEEjdk/bly5d49OiRVGXfvn2L0tJScLlcOvGRpbS0NDyqkS7WUpSijCpDfn4+Ix3w0tPTkc5KBx+NJyq1qEWGXAbS09NhZ2cng+hE5eXloaysTKpkEQAeP36MtLQ0sf42slBbW4uysjJkZGRIVf7Ro0d4+fIlOnTo0MyR1S89PR0JCQlSlRXWlDDVr+L169eIjY2VqmxCQgLS09MZS8RfvXol9XkrMzMT5eXlqK6uZqT5IS0tDU+ePJGqbFlZGUpLS5Gbmyt1X4WPz8Vpf46WWLaNKQfG41ZIrA3csmXLf7Mzo5aWFrS1tZGSkkIvi4+Px7lz5/DLL79ASUkJAJCYmAhfX1/U1taCx+Ph1atX+PHHH6Gvr4+QkBAAdWNMX716hVWrVmH16tXo0KEDBgwYgOHDh0s8ACmKwtKlS/H69WuEh4eLlJswYQLu37+P8ePHA6jriLVs2TIMGzbss37niooKqctWVVU1aeiTQCBAWVkZIx2ZyivLUYMaqcvXohbl5eVQUVFpxqjqV1FRgWpKcpXox2oEdcP7hB2cZKm8vLxJx0BNTQ0qKioYibWmpqZJwzV5PB6qq6sZiRWo+75I+9nyeDzU1tYyFiuXy21SrBRFMRbrp5y3SktLGRlVIBwGKS0ej4fy8nKp+yk0pT9DTWY8KF4NWIpKUm/TEjVLQ6K1tbVI08PatWthYWGBwYMHA6jrdFZYWIgTJ07QbYksFgteXl7YvHkzNDQ0AAAuLi64fPkyrl69iuvXr+PGjRv45ZdfcOXKFfz9999i78vj8bBgwQKcPXsWP//8M4KCguh1L1++xJQpU+Dv748ZM2agpqYGGzZswO7du9G3b9/P6sioqqoqdY2CgYEB9PT0GmybFlJSUgKbzYaGhgYj7dN6OnowlTcFpKiVY4EFVYEqdHR0GEkUdHR0YCAnfe9lfTl9aGtrMxKrrq4u2rZtCxaLJdVxY2pqytjnqqysDHl5ebRp0wY1NY0njXp6etDX12ckVqDuO6OtrY3c3NxGy2pra0NDQ4OxWIU3VTk5OY2W1dbWRps2bRiL1cDAAPr6+oiLi2u0rLAJWUtLi5FRJTo6OjAzM5OqLIvFQtu2baGrq/vJn237efvEllG8GrxdP+GT9tcSNUuiYGVlRbf9PXnyBDdu3MCmTZvoKhth1eBvv/0GW1tbKCgowMjIiE4QPqSkpIQ+ffqgT58+qKmpwbRp03Dr1i2kpKTA0tKSLldVVYUZM2bg7t27WLduHXr1+l+nOoFAgHnz5sHPzw8rV66kl9vZ2aFnz544c+bMZ9UqNOXL4OnpCV9fX9y+fbvRsp06dYKDgwNjHcMcHR3hcMkBilAEFw1PBmUNaxjoGUBTU1M2wX3EwsICemw9aEMbhShssKwudKHL1kX79u0ZOZFpaWlBT08PVlZWePPmTYNl27RpAw6Hgw4dOjDS/AQAHA4Hbm5uuHfvXoPlWCwWfHx84OnpyVisXbp0wYMHD3D06NFGy3bv3h3+/v6Mxern54dnz55JdfH18fFBly5dGIvVw8MDXbt2xc2bNxtNbl1dXWFnZ8fYqAcHBwfY2tpKldxaWlpCT0/vs/oKyNVTWyBtHVxLGE4sjWY5S1pbWyMjIwNcLhfr1q2Dq6srAgMD6fXCROGrr76Ck5MTOBxOvUnCx9q0aQMPDw8Aop0US0pK8PXXX+PRo0fYtm2bSJIA1LVZpaSkiNQwAHVZspycnFQZ/ZdiaGgIIyOjRsfGq6qq0icypqioqMDW1hY95Ho0WE4e8ghWDEagX2CD5ZqTnJwcfDx9ECwf3GA5FlgIlg+Gr7cvo2PoAwMDERwc3GgSGBAQAHt7e7rJjgndunVDQEBAo3dcHTt2hJGREaPDTjt16gRnZ2fo6Og0WK5du3YwNTWFra2tjCITZ2NjAxMTk0bn9NDR0YGLiws6d+4sm8DqoaenByMjI3Tq1KnBcsrKyujZsyej5y0lJSU4ODiIXHPqw2azERwc3Gi55iQcTtrSNVuNAp/Px759+/DgwQOxyZfi4+NhYmLSYFtPfZ3i+Hw+rl+/Dj09PbrTZE5ODiZNmoS8vDxERUXB2dlZbF/CzPbj6TKvXr0KgUBAD5+UlbFjx6K0tBQsFgtPnz4Vy9C1tLQwadIkBAUFMXrSBYDBwYPxLusdaktrcY1/TayzoApUEKoQiq6OXRk96QKAb1dfxL+JR837GhyrPSZWC6IIRQyRHwJvY2/4dPFhKMo6HA4HXbp0QXV1NXbv3i3W9sxmsxEQEIDu3btj4MCBzAT5/wwMDPDVV1+hpqYGkZGRKCoqElnPYrHQqVMnDBw4kO6szBQVFRUMGzYMPB4Pf//9N7KyssTK2NjYYPTo0QgNDWU0WZSTk8P48ePB4/Gwf//+epsjjYyMMGHCBISEhDDW7CA0duxYlJSUgMVi4dGjR2LnLU1NTUycOBE9e/ZkpOPthwYMGICMjAzweDxcvnxZrBOoiooKxo4diy5dusj8/P+hFStW/Dc7MwL/G/mwbt06+Pv707UAQomJiQ32NudyuQgMDESfPn3g5+cHbW1tZGVl4dChQ4iNjcXmzZshLy+P/Px8jBw5Evn5+fjpp58gEAjw7Nkzej8uLi5gsVgwNTWFm5sb1qxZA4FAAHNzczx//hwRERHo0qULevRo+I75S9PS0sJ3330HTU1N9OrVC7dv30Z+fj4UFRXh4eEBExMT9OnTp9HsXRaUlJTw3eTvoHNUB95vvfGA/wDvBO8gBzm4KLjAimUFH28f9PDvwfiUuGw2G5PGTYLOaR1wXnMQS8UisTYRLLBgI28DJ5YTnDo4YWDfgYzPyMdisRASEgJNTU0YGhrizZs3ePHiBQQCAczMzNC5c2dYWFhg5MiRaNOmDaOxAnXV5CoqKlBXV0dmZiYePHgAHo8HXV1ddO3aFUZGRhgzZgxjTU8fsre3x/jx46GiooLc3Fzcvn0blZWV0NDQgI+PD/T19TF69GjGL2YAYGxsjClTpkBVVRV5eXmIiYlBSUkJlJWV0bVrVxgYGGDo0KGMTrglpKGhQZ+3AgMDcefOHeTl5UFBQQHu7u4wMzNDr1694O7uznSoaNOmDaZPnw4dHR14eHjg0aNHyMjIgJycHJycnGBjYwNvb28EBgYyft5qDVhUMz0hw9PTE6WlpTh27Bg4HA69nMvl0lNnfv/99/VuW1VVhcjISNy6dQvp6ekoKSmBlpYW3N3d8c0339D7O3PmDGbPnl3vPgwNDXHjxg36dUFBAdauXYuYmBgUFhbCxMQE/fr1w5QpUxidGjUvLw+PHj1Cfn4+2Gw2nJ2dYW9vz1hbZENKSkrw6MkjvM9/D1CAnaUdXJxdWsTUsh+rrKzE02dP8TbrLWr5tbAwsUCnjp0YvyurD5fLRWxsLJKSklBTUwMTExO4u7tL1Rwna3w+H/Hx8Xj16hUqKyuhr68Pd3f3FjF998eEz1B49uwZSktLoa2tjU6dOsHExKTFXRwoikJWVhaePHmC4uJiKCoqws3NDTY2Ni0uVqCudvbRo0fIy8sDm81Ghw4d4Ojo2CLPW6WlpXj8+DE9F4mtrS1cXV2b9bwl4FbTwybbz9tH92P4ePlvq1bLvEahoqKCnkG3vLxcqo78zZYoEE3D5/NRWVkJFRWVFvll+xCJtXmQWJtHa4oVaF3xkljrJ22icO7SFZnPCvkpiULLeSQZQRAEQfyHMDV1dFORRIEgCIIgGLBlyxamQ5AKSRQIgiAIggEFBQVMhyAVkigQBEEQBCERSRQIgiAIggFMPTa8qUiiQBAEQRAMYHqCMmmRRIEgCIIgGBAdHc10CFIhiQJBEARBMECapwi3BCRRIAiCIAhCIpIoEARBEAQDhDMktnQkUSAIgiAIBkh63lFLQxIFgiAIgmgmAm41/UPxakTWXb58maGomqZZHjNNEARBEASQHj5R4rp79+6hZ8+eMozm05AaBYIgCIKQoTamHLAU2jAdhtRIjQJBEARBNBPzmZH0Y6aFWAptwGKxGIqo6UiiQBAEQRDNRE5RSSxREJo3b56Mo/k0pOmBIAiCIBjw+vVrpkOQCkkUCIIgCIIBZ86cYToEqZBEgSAIgiAIiUiiQBAEQRCERCRRIAiCIAgGTJgwgekQpEISBYIgCIJgQG1tLdMhSIUkCgRBEATBgN27dzMdglRIokAQBEEQhEQkUSAIgiAIQiKSKBAEQRAEAwYMGMB0CFIhiQJBEARBMMDS0pLpEKRCEoUWoKKiAnl5eSguLoZAIGA6nAZVV1cjLy8PRUVFLb7HLpfLRX5+PgoLC8HlcpkOp0G1tbUoLCxEQUEBqqurmQ6nQQKBAIWFhcjPz0dFRQXT4TSIoigUFxcjPz8fZWVlTIfTqLKyMuTm5qK0tBQURTEdToMqKyvJeeszrVu3jukQpEIeCsUQiqKQlJSEy5cvIzs7G1VVVZCXl4eqqiq6du0KLy8vKCsrMx0mLSMjA5djLuNt2ltUsivBolhQhSo6uXaCbxdfqKurMx0iLTc3F9duXUN8fDwq2ZWgKAqqAlXY29uju0936OnpMR0iraSkBDExMXjy5AkqKyshEAigrKwMCwsLBAQEwMzMjOkQaVVVVbh37x5u376NiooK1NbWQllZGUZGRujZsyesra1bzBPxeDwenjx5gmvXrqGsrAxcLhdKSkrQ0tJCz5490aFDB8jJtYz7JIFAgJcvX+LKlSsoLCxEdXU1FBQUoK6uju7du6Njx45QUFBgOkya8Lz1/v17VFVVgc1mQ01NDV26dIGXlxdUVFSYDpGWmZmJy5cvIy0tDZWVlWCxWFBVVUXHjh3h6+sLDQ0NpkNsFZqcKKxbtw5bt26FlpYW7t27J7KOoigMGjQIcXFx8PT0xP379xvd3+rVq9GvXz+x5TU1Ndi9ezfOnTuHt2/fgsfjwdLSEn369MG4ceOgpPS/p3GlpqYiMjISt27dQn5+PrS1tdG9e3fMnDkT2traIvv966+/8OTJE8TGxqK4uBjbt2+Hn59fUz+Gz0JRFI4ePYo7d+7gzJkzSEpKojNybW1tPHnyBPfu3cPUqVOhpaUl09jqc/P2TZy/eR5nuWfxCq9Qy6vLyNuiLbweeuHx88eYOGYiTExMGI4UePX6FaJPROMi7yKeUk9Rw6sBAChBCW6xbngV/wrDBw6Hg70Dw5HWncR27tyJmJgY3Lt3D+Xl5QAAeXl5dOjQAUlJSejduzd8fHwYjhQoLCxEREQE7t+/j5iYGBQWFgIA5OTkYGNjg+TkZHTp0gWDBg1iPFmoqqpCREQEnjx5Ql/QhNq3b4+kpCR07twZoaGhkJdn9l6Jz+dj165dePz4Mc6dO4e0tDR6naGhIV69eoWOHTvim2++YfwCTFEUTpw4gdu3b+P06dNITEwUOW89evSIPm99fN5lwu3bt3H27FmcPXsWL1++pGsS1NTU4OnpiSdPnuDrr79uUcl4S9Xkb0lCQgJUVVVRVFSEwsJCkQPizJkzePv2LQDAw8MDs2fPptfdunULGzduxNq1a0UuKNbW1mLvkZubi/Hjx6OgoACjR4+Gm5sbKIrC7du3sWnTJmhoaGD48OEAgPPnz+OHH36Ag4MDvv/+exgYGCAhIQGbN2/GvXv3cOTIEbRt2xYAUFRUhJMnT6JDhw5wc3PDtWvXYGdn19SP4LNdunQJly9fxo4dO8SqwQoLC3Hs2DEkJyeDxWJh9uzZUFRUlHmMQs9fPMfpm6exmbsZlagUWVeGMlwSXEJidSKwF5g5dSajGXpmZiYOnjiIv7h/oRCFIuuqUY271F0kchNBHafwjfo3jCY2xcXF2LlzJyIjI5Geni6yrra2Fs+ePUNiYiJqa2uhoaEBJycnhiKta8LZtm0bDhw4gNjYWJF1AoEACQkJSE5ORmVlJdTV1dGzZ0+GIq27mO3YsQOnT5/GlStXxNanpaUhIiICxcXFUFJSwujRoxmI8n8OHTqEK1eu4ODBg2JNDdnZ2di7dy+ysrLAZrMRFhbGaBJ29epVXLp0Cdu3bwePxxNZV1hYiBMnToict9q0acNQpMDLly9x6tQpbNq0Sax5rLy8HFeuXEFiYiIAICwsjLEbspZwEyCNJte9JSYmIiAgACwWC8nJyfRyHo+H8PBwBAQEAAA4HA5cXV3pHz6fD3l5eQQGBoosV1NTE9k/l8vFlClTUFVVhSNHjmDGjBnw9fWFn58fFi5ciCNHjqBTp04AgIcPH2Lu3LkYPHgw9u/fj4EDB8Lb2xvjx4/Hli1bkJaWhp07d9L71tLSwvnz57F69WqYmJhAU1MTBgYGn/TBfaqamhrcvXsXUVFRDbaVvXjxAq9evcKLFy9kGJ0oiqJw9tJZ7ObuFksSPvQWb3GDewM3bt+QYXTiTl06hX+4/4glCR8qQAGOco/i9OXTMoxM3PXr13Ht2jWxJOFDlZWV2L17N86cOcNoe/XTp0/x4sULsSThQ7W1tYiKisLt27cZ7Q+SmpqKlJSUepMEIYqiEB0djfj4eLpmhAlFRUWIi4vDoUOHGvz7Xr16FSkpKUhJSZFhdKK4XC5u3bqFqKgosSThQy9fvsSLFy/w5MkTGUYniqIonD59Grt3726wD01GRgauXLmCa9euyTA6Ud26dWPsvZuiSYlCWVkZ3r17Bzc3NxgbG4skCtHR0aisrIS3tzcAiN2pJyYmwsLCotG747///htxcXH4/fff660SsrW1hbW1NWpra7F48WJYWVlh0aJFYpl2586dYWlpiRs36r94JSQkMFKb8Pz5cyQkJKCqqqrRsteuXcPVq1dlEFX9UlNTkcvLRQ5yGi17X3Afz54/Y6yjUHFxMbLeZyEBCY2WjUMc3r17h5KSEhlEJo7H4+H58+d48OBBo2Wzs7ORm5tL19TJGkVRuH79Oq5fv95o2crKSiQlJTGa3F65cgWXLl1qtJxAIMCdO3dw+/ZtGURVv9u3b+Pu3btSdQS8dOlSg8lPc4uNjUVycrJUnVevX7+OGzduMJbcpqenIy8vT6TJSZJHjx4hNjb2s5JbAbda7If6/ybPxqxZs+aT31eWmtT0kJBQdxLmcDiwtbWlE4XKykps2bIF06ZNQ0ZGBlRVVWFqaiq2rbOzc4P75/F42L17N9zc3ODp6dlg2UuXLuHt27f4888/JXb0MTY2pmP+WGJi4hcbwyoQCKT+UsTFxeH58+dSlX337h0qKirA5XLBZrM/J8RPkpGRgSc10t0ZVKACZXJlyM/PZ6SzYGZmJt6y3kKAxk+6AgiQIZeBzMxMsRotWcjLy0NZWRkqKyXX0nzo6dOnyMjIYKQtlcfjobKyUqqTLlCXCMfHx8PNza2ZI6tfdna2yA1MQ+Li4pCUlAQ+n9/MUdUvKSkJ8fHxUpV98+YNsrOzGYs1ISEBz549k6qssHN2dXU1I82mGRkZUsdaWVmJ0tJS5OXlwdDQUKptPj4Xp/356c1X0twwtgRNThRYLBZsbW1hY2OD169fAwB27doFJSUlDBs2DDNmzICdnZ3IHX5lZSUyMzMxdOjQBvf/4sUL5OfnIywsrNFYrly5AmVlZQQFBUksU1BQAFVVVbHlWVlZKCkp+WI1Ck0ZIsblcpv0ZacoCmVlZYx84SqrKlEL6WsI+BQfFRUV9X7mza2qqgq1lPSx8gQ8VFVVSX2x/pIqKiqadAzweMzFWlNT06Q7Qz6fj5qaGkZiBeqSdmk/Wz6fj9raWsZira2tbVKsFEUxFmt1dXWTjlmBQIDy8nKRTueyUl1d3WDzyMf4/LrzlrSfrbDPmzTamHLAUmCur8aX0qREIT4+HiYmJlBTU4O1tTVOnTqFoqIiREZG4qeffoKCggISEhLERhEkJSWBoijY2trSywQCgUiVG5vNpjuX2NjYNBpLQkICTE1NJXaY4XK5ePv2LXx9fevdFhBvHvlUqqqqUp9MjY2NYWRkJLGm4+P9ysvLQ0NDg5FOTPp6+miv0B53eHcaLSsHOagJ1KCnp8dI72w9PT0Yykl3RwAAhnKGjMWqr6+Ptm3bQk5OTqpqZwsLC8ZiVVZWhry8PFRUVKQ6kRoZGcHY2JixHvrKysrQ09NDVlZWo2X19PSgo6PDWKy6urrQ09NDdnZ2o2X19PSgrKzMWKzGxsYwNjambw4bIjxmNDU1GRmCqqurCwsLC8TExDRaVk5ODm3btoW+vv4nf7bt5+2TuI6l0KbBc7e9vf0nvaesNblGQXhxtbW1xfv377F27VqYmpoiODgY5eXlyMrKqrd/gnAboaFDh+Lly5f06wMHDtAToujq6jYaS2VlJYyNjSWuv3z5MiorK+nOlR//Hmw2W6qERBpN+TJ4enqia9euUrXheXh4wNXVlbEhXB06dIDtBVsoQQnVaHgSIA44MDE2YWw+hXbt2kFXQRf6NfrIRW6DZQ1gAF1FXZibmzOSgGloaMDIyAi2traNVj0rKyvD2toajo6OjDQ/AYCTkxM6d+6MmzdvNliOxWLB29sbnp6ejMXq7++Pp0+f4uDBg42WDQgIgL+/P2Ox+vn54fnz5w12EhXy9/eHr68vY7F6enrCy8sLV69ebTS57dy5M5ycnBib+8HBwQGWlpZQVlZutGrfxsYGRkZG0NTU/OT3k1P89FqTIUOGfPK2siT1FU44QRCHwwEAWFlZgc1mIzo6GrNnzwaLxUJCQgIoiqLLCCUkJEBNTU1kONqvv/6KI0eO0D9OTk7Q0dEBAOTkNN55Tl9fX2K7KZ/Px86dO2FiYoLevXuLrU9ISIC5uTkj1WK6urowMTFBly5dGiynoaEBX19fRofPtGnTBh06dEBf+b4Nl0MbBCsGI9AvUEaRiWOxWOjetTsGKgyEXAOHtRzkMEhhELr7dmd0qFlgYCD69evXaJNScHAwXFxcGB0i6+fnB39//0aTQB8fH5iZmTE6ht7V1RX29vYwMjJqsJydnR2MjY1hZWUlo8jEWVpawtjYWOx8+TEjIyM4ODgw1u8DqBsxZmZmVm8N7YfU1dXRrVs3mc9N8yFFRUW4urrWOz/Px+X69++PwEDmzlu7du1i7L2bQupb1bdv36KyspKuLVBUVERISAgUFBTg7+8PQLQPw4cSEhLEltX35ejSpQvk5eVx5MgReHh4iK1/9OgROnfuDKBuWMnatWvx4MEDkbIUReH3339HXFwcIiMj6z3BJiQkNPrlbE5jx45FSUkJ5OXlcfv2bbGRAsbGxhg/fjwGDhzI+MQl/Xv3x7usd6AKKJypPYMaiPbm1YY2QhVD0cOjB+Pzlnt5eiEpLQm1KbU4xDuECoj2HVGDGkYojEBXq67w6Cx+fMmStbU1unfvDh6Ph6ioKBQVFYmsb9OmDYKDg+Hr64u+fRtO1Jqbjo4OBg4cSA+B/LhaX15eHj4+PggKCsKYMWMYirJOmzZtMHbsWPD5fOzfvx9v3rwRWc9iseDi4oLBgwdjwoQJjCaLLBYLEyZMQE1NDY4dO4bnz5+L3a1bWVlh9OjRGDNmDCM3Nh8aPXo0ioqKwGazcfPmTbHzlpGREcaPH4/+/ftLVSvcnPr27YuMjAxQFIVTp06JTYuupaWF0NBQdOvW7YvVLH+KzMxMxt67KaROFOpr1//555/Fypiamop1ZktMTESvXr0afQ8jIyNMnToVmzZtApfLRe/evaGlpYW3b9/iwoULyM/Px/HjxwEAY8aMwcmTJzF9+nRMmzYNHA4Hubm5iI6ORmxsLP788094eXmJxJCSkgKKopCWlgZra2ucP38eysrKdKIjK2pqaggLC4OBgQH8/f3x7NkzZGdnQ1FRER4eHtDT08OgQYMYGb75MQUFBXw78VsYnTGC02snxFFxSKtNAxtsuLVxgxHbCF91+woe7sxeeIG6E++YYWNgcM0A7R60QypSEceNAwss2Cvaoz2rPbw9vNGze0/GZw8EgN69e0NbWxs6Ojp4//49nj59Cj6fDwsLC3A4HDg5OaF///4tYvrejh07QkVFBerq6sjNzcWDBw/A4/FgaGgIV1dXWFhYYNiwYYzPHgjU9emYPHkyNDU1kZubi3v37qGiogJaWlpwd3eHsbExRowYwXgSDtTVME6fPh26urrIysrCgwcPUFRUBBUVFXh5eUFfXx9Dhw5tEbMHqqqqIiwsDIaGhvDx8cHz58/x/v17KCgowMPDA/r6+hgwYECLaHeXl5fH1KlTYWRkBEdHR8THxyMlJQVsNhuurq4wNjZGz549Ra4RhGQsSspeeBs2bMDff/+Nx48fS2yTHzFiBHR0dLB582Z6WW5uLnx9fbFs2TKpZ0E7ceIE9u3bh8TERLBYLBgaGsLd3R2DBg0SqX4rLi7Gxo0bcfnyZRQUFEBHRwddunTB5MmTxe5uZ82ahbNnz4q9V+fOnbFvn+TOKM2trKwMr169QkFBAdhsNmxtbWFhYdEiLmQfq66uxqtXr5CTnwMIAIv2FrCzs2sxc+Z/iMfjIS4uDlnZWaitrYWZiRkcHR0Zn7K3PgKBAElJSUhPT6f73jg5OTF+B1kfiqLw9u1bJCcno6ysDAYGBnBycmJkmKk0srOzERcXh5KSEujo6MDR0bFFJAj1KSwsxOvXr1FcXAxFRUU4Ojq2iGnR61NeXo6XL1/S5y0bGxtYWlq2yPNWTU0NXr16hezsbFAURSfiLeG8tW3bNkyZMkWm71lRUUF/X8vLy6UapSZ1okA0Lz6fj8rKSqioqDDWYUlaJNbmQWJtHq0pVqB1xUtibX0+JVFgPqUiCIIgiP+gkydPMh2CVEiiQBAEQRAMYHK686YgiQJBEARBEBKRRIEgCIIgGNBa+kqQRIEgCIIgGLBw4UKmQ5AKSRQIgiAIggFMPua8KUiiQBAEQRAMuHbtGtMhSIUkCgRBEARBSEQSBYIgCIIgJCKJAkEQBEEw4LvvvmM6BKmQRIEgCIIgGJCdnc10CFIhiQJBEARBMODIkSNMhyAVkigQBEEQBCERSRQIgiAIgpCIJAoEQRAEwYCRI0cyHYJUSKJAEARBEAxQV1dnOgSpkESBIAiCIBgQERHBdAhSIYkCQRAEQRASkUSBIAiCIAiJSKJAEARBEAz46quvmA5BKiRRIAiCIAgGdO7cmekQpEISBYIgCIJgwG+//cZ0CFIhiQJBEARBEBKRRIEgCIIgCIlIokAQBEEQDOjUqRPTIUiFJAoEQRAEwYDevXszHYJUSKJAEARBEAzYvHkz0yFIRZ7pAP7rKIpCfn4+SktLUVtbi3bt2oHNZjMdlkRFRUUoKioCl8uFqakp1NTUmA5JorKyMuTn56O6uhrGxsbQ0NBgOiSJqqqqkJOTg8rKShgYGEBHR4fpkCTicrl4//49KioqoKOjA319fbBYLKbDqhefz0dWVhZKS0uhqakJY2PjFhsrRVHIyclBRUUFBAJBiz8XtCbFxcUoLCxsceetoqIipkOQSrMnCnPmzMHp06fx448/YtSoUfRyLpcLNzc31NbWAgDYbDaMjY0xcuRITJw4EQBQW1uLw4cP4/Lly0hMTER5eTns7Owwd+5ckfGnH+8LqHvYhpOTExYuXAgbGxt6eWxsLA4ePIjY2Fi8efMGHTp0QHR0dHN/DGIoisLTZ09xJeYKCisLUcIqgSKlCC1KCy5OLujh16NFPTAkISEBFy5cQG5uLoqKiiAnJwcdHR3Y2toiMDAQenp6TIdIS09Px4ULF5CRkYGioiJQFAVtbW2Ym5sjKCgIZmZmTIdIy83NxaVLl5CUlITCwkLw+XxoaWnBwMAAQUFBsLW1ZTpEWklJCa5evYoXL17QyaKGhga0tbXRs2dPuLq6tpiLcFVVFWJiYnD//n0UFxejqqoKampq0NTUhL+/Pzw9PSEv3zLuk2pra3H//n3cuHEDxcXFKC8vh5KSErS0tODh4QE/Pz8oKyszHWarlJiYSJ+3CgsL6fOWtbU1vvrqK+jr6zMdYqvQrN+U+Ph4nDlzBkDdH+xDSUlJqK2txaJFi+Di4oKqqiocOHAAq1atgrGxMXr37o03b95g48aNGDJkCMaNGweKorBhwwZMnjwZJ0+epE/4wn0tW7YMjo6OEAgESElJwR9//IE5c+bg5MmT9PteunQJGRkZ8PX1RXp6Ouzs7JrzI6iXQCDAnoN7cC/tHk7zTiMTmfQ6FajA66kXXr5+iSnjpzB+IFMUhTNnzuD69es4ceIEkpOTQVEUAEBRURGurq5ITEzE2LFjYWVlxWisAPDgwQOcPHkSx48fR3x8PPh8PoC6RNTe3h5paWkYMGAA3N3dGY607rjdt28fzp49i+fPn4PL5QIAWCwWrKyskJ6eju7du6NPnz4MRwrk5ORg27ZtuHr1Kh48eIDKykp6nampKVJTU+Hl5YUxY8ZATo7ZFs3S0lJs2bIFd+7cwY0bN1BSUkKv09PTQ1xcHJ48eYIpU6agTZs2DEZad5Ozbds2PHjwgL6gCWloaMDPzw/Pnj3Dt99+26JuHFqD8+fP4+rVqzh+/DjevHkjct5ydnZGUlISRo8ezWgybmFhwdh7NwnVjCZMmEB5e3tTAwYMoEaNGiWy7p9//qFsbW2pjIwMellVVRXl6OhILVq0iKIoiiouLqZqampEtktMTKRsbW2pv//+W2xf2dnZImV/+uknisPhULW1tWKxFRUVUba2ttSePXs+99dssmOnj1Ghv4ZScj/JUfgJ9f7Y/GRDrVi1gqqqqpJ5fB+6e/cuNXPmTEpRUZECUO+PgYEB9eOPP1L5+fmMxpqcnEwtXLiQUlNTkxhr27ZtqUWLFlEpKSmMxpqXl0f9+OOPlL6+vsRYFRUVqVmzZlH3799nNNbKykrql19+oaysrCTGKicnR40fP546ceIEo7Hy+Xxq9erVlIeHh8RYAVDBwcHUjh07GI2VoigqMjKS6tevX4Oxuru7U3/++SfF5/OZDldEeXk59fr1ayohIYHi8XhMhyPi4cOH1KxZsxo8b+np6VE//vgjlZuby3S4MlVeXk5/BuXl5VJt02yp//3793Hr1i1MmzYNTk5OSEpKElkfHx8PFRUVmJiY0MvatGkDeXl5VFdXA6jLqBUVFUW2E7bZCe++hPvS1NSEgYGBSNmcnByYmZnV284XHx8PADKvUaiqqsKz589wgHcAAggklktCEp5zn+Px08cyjE6UQCDA5cuXsWfPHpHP+2M5OTm4fPkyrl27JsPoxJ0+fRqHDx9GeXm5xDJlZWU4cuQIXdPFlKtXr+LixYsid5Af43K52LNnDy5dukTfDTHh0aNHePbsGZKTkyWWEQgEOHDgAJ48eUJ/f5mQlJSElJQUPHjwoMFyZ86cQUpKSoOff3PLy8tDcnIyTp8+3WC5hw8fIiUlRaxWlklXrlzBqlWrsHr1amzbtg3h4eEoKytjOiwAdbWgFy9ebPS8lZeXhwsXLuDKlSsyjE7UwYMHGXvvpmi2pofVq1fDzMwMw4cPx759+1BSUoKcnBz6Yp6QkABLS0uRNs1Xr16hqqoKDg4OEve7f/9+sFgs+Pn50csSEhJgbW1N91EoLi7GyZMncfPmTaxbt67e/SQkJACQfaLw+OljxFKx4ELyASx0s/Ym3O66oat3VxlEJu7NmzfIzs5GYWFho2UfP36MV69eoX///mLJnSwUFBQgJyenwYuZUFJSErKzs1FQUMBIp8GamhrExcXh6dOnjZbNz8+nfy9ra2sZRCeKoijExMTg5s2bjZatqanB69ev8eTJE3Tp0kUG0Ym7cuWKVCd+iqJw8+ZNdOzYEUOGDJFBZOJiYmIQExMjVRJ45coVODo6gsPhyCCyhqWkpODChQvYuHEjnRR26dIFKioq+PbbbxmOri6+nJwc5OfnN1r26dOniI+PR01NzSc3Q1VUVHzSdkDdOfZztv8Un/J+zZIonD9/Hi9evMDq1auhoKBAn+ASExPpRCExMRG+vr6ora0Fj8fDq1ev8OOPP0JfXx8hISH17vfIkSPYu3cvxowZI/KFSUxMRGFhIRwdHellqqqqWL9+PXr27FnvvuLj42FkZPRF2v0EAoHUd3xv0t8grjZOqrI5yEF1VTVqamoY6XiVlZWF58+fS1W2uroa5eXlKCgoYKRfRVZWFtLT06X6O1AUhczMTGRnZ0NTU7P5g/uIcJSLtHfez58/R1ZWFiPtmTweDzU1NcjLy5Oq/OvXr5GcnAxPT89mjqx++fn5SE1NlarsmzdvkJaWRvdjkbW0tDS8efNGqrKpqakoKChgLNYP3bp1CxcuXBA5fu/evYuAgACUlpZCVVWVweiA9+/f48WLF1KVrampQWlpKfLy8mBkZCTVNh/XUH/OCIolS5a0mBEYDfniV5/a2lqsX78e9vb2CA4OBgC6k1tSUhJ8fX2Rk5ODwsJCnDhxAidOnABQ14HLy8sLmzdvrncY2969e7FixQoMGjQIixYtopcL9zVt2jT06NEDAFBYWIiIiAgsXrwYzs7O9V64EhISvlhtQlMyNB6P12CTw8coUKioqICCgsKnhPZZqqurIRBIHyufz0dVVZVIRzdZqa6ubtJJlM/no7q6mpFYq6qqmvS5CgQCxmLlcrlNavYQCATg8XiMxArUJYHSxktRFPh8PmOx8vn8JsVKURRjsX6oqqpKrEpf+FmWl5czPvKlqectgUDQpPNW27ZtPzU0MaWlpV9sX03VtWtXqKioSFX2iycK//zzD1JTU7Fu3Tq6zUpVVRUqKip0G5uw2v+3336Dra0tFBQUYGRkJHGc+8aNG7Fp0yZMmDAB8+fPFzkQhfvy8/ODk5MTvdzQ0BD9+/fHlStXMHLkSJH98fl8JCcnw8fH54v8zqqqqlJ/4c0MzWCeZo4EQUKjZdWhDgW2AtTV1Rn58hkaGsLW1hZ37txptKy8vDzatm0LfX19RoZyGRoaivR3aYyxsTEMDAyk/qJ8Sfr6+lBXVwebzZYqubGxsYGhoSEjsSorK9N/W2naoM3NzWFmZsZIrEDd3Z2hoSEyMjIaLWtoaMjYMSB8fyMjI2RnZ0tVVngeZZqnpye6d++OhIQE+rxnbW0NTU3NFjGnhoGBAWxsbKRqLmOz2VBXV/+s46ChPlHSYOoJkioqKlL/rb5oolBdXY1NmzYBAGbNmiW2/uNE4auvvmowOxMIBPjll1+wf/9+zJkzB1OmTBErI9zXh3MlAKDbm2pqasS2SUtLQ3V19RerUWjKcDAvdy94PvTEFcGVRmsWvOW84d7JnbHx3o6OjrCwsICqqmqjtSYODg5o3749Y9Vopqam0NXVhbGxMbKyshosa2JiAl1dXZiYmDByUlNXV4eZmRns7e3x8uXLBsuqqamhffv2cHBwYGzynU6dOsHT0xOXL19usBybzYaHhwc8PDwYi7VHjx54/vw59uzZ02jZgIAAdOvWjbFY/f398fz5c6n6qnTr1g3du3dvERMwOTs7w8PDAyoqKrh37x6MjY3h5OSE0aNHt4i5Kezt7WFubg41NbVGL+IcDgdmZmaf1QT9OU0tly5dQmBg4CdvLytf9K8aFRWFvLw8rF69Wqy6f/fu3bh16xYEAgHi4+NhYmLSYJLA4/Hwww8/4Pz581ixYgWGDh1abznhvj6+QAk7NLm5uYltI0wumOgYpKmpCQtzC/RM7YmLgosSy+lCF17yXvD28JZhdKIUFBTQqVMnDB48GHv37pVYa6Kqqorg4GCJ/UFkgcViITAwEFlZWfjrr79EJt/6kLy8PEJCQhAYGMjonc9XX32FlJQUpKSkSKzyZLFYGDx4MDw8PBg9AXft2hUPHz7E06dPUVBQILFcYGAgLC0tGZ0Bs0OHDrC1tUX79u2RlpYmsZybmxuMjY1hbm4uu+A+YmZmBmNjY3Tq1AmPH0se3dSuXTvY2dmJ1JgySU5ODqGhoXj79i169eoFJSUluLm5Md43QUheXh6enp4ICQlBVFSUxPOWiooK+vfvz+iF+v79+/+tRKG4uBg7duzAgAED0K9fP7H1CQkJuHz5MtLT05GYmNjo3fy3336LmJgYTJo0CTY2Nnj27Bm9zsrKik4yEhMToaurS68vKyvD/fv3sWvXLgwaNAguLi4A6monLl6suzBfvnwZLBYLCQkJSEpKgpOTU5OqrT/XqJBRKNpeBMUSRVzhX0EVquh1LLBgDWuMUByBkYNHMj7tcK9evZCVlQUWi4Xjx4+LtamZmppi9OjR6Nu3L+MzHrq5uSEtLQ0CgQAHDx4U6/Wsq6uLkSNHwt/fnz4umGJubo4+ffpAIBBg7969ePfunch6dXV1DBo0CD4+Pvjqq68YirKOpqYmRowYQX+uH05eA9Q1TwQGBsLf31+smU/WFBQUMGHCBAgEAhw7dgwvXrwQaa9WUFCAl5cXevXqhYkTJzKaLLJYLEycOBHV1dVQVVXF3bt3wePx6PVycnJwcnLCoEGD8PXXXzMymkgSFouF9u3bw8zMDJWVlVBSUmI6JBGBgYHIzKybyO7YsWMik24BdbWKo0ePRq9evdC+fXsGImxdvliiEBERAR6Ph9mzZ9e7Xtg08Pr1a6SmpiIgIEDivvLy8hATEwMA2LFjB3bs2CGy/tKlS2jbti24XC5SU1PB4/EwfPhwAHVZopWVFZYsWUIvA+p6Dc+cOVNkP8LmkV27dsk0UVBSUsJ3U75D+wvt0flVZ6QiFVm8LCjJKcGJ7QQDbQMM6jOI8QsvUFedPGHCBLRr1w7W1tbIzMxEWloa5OXl4ejoCD09PfTt27fBIa2ywmKxMGjQIBgZGcHIyAg5OTlISEgAi8WCra0tDAwMEBAQAA8PD8bbUQHAx8cH2tra0NbWRn5+Pl69eoXa2lpYWFjAxMQEXl5eCAgIYHymQ6Cu9m3SpEnQ0dFBbm4uYmNj6WdoWFhYwMnJCcHBwS3iYmZsbIxvv/0WhoaGyMzMxKtXr1BaWgpdXV3Y2dnBysoKAwcO/KKd0j6VhoYGwsLCYG5uju7duyMxMRF5eXlQV1eHo6MjTExMMHjw4BY1RXprICcnh6+//hrt2rWDpaUl3r17h9TUVMjLy8PBwYE+b304Uo6QjEUxOZMLgZqaGiQmJqKsrAwCgQDW1tYwNDRkOqx68fl8JCUloaioiH6AlZmZWYu46H6MoiikpKQgLy8PXC4XRkZGsLa2brGxZmZmIisrC9XV1dDT04OdnV2LaI+uT25uLtLS0lBZWQktLS3Y29u3iAShPiUlJUhMTERFRQXU1dXB4XBaRIfA+lRWViIxMRGVlZWgKAocDqdFPxwMAD1qREVFpcUerx+ft8zMzNCuXbsWcS7gcrkt9rvzIZIotBCt4QsnRGJtHiTW5tGaYgVaV7wk1s/z5MkTdOzYkekwGsV8nSZBEARB/AedPXuW6RCkQhIFgiAIgiAkIokCQRAEQRASkUSBIAiCIBgwceJEpkOQCkkUCIIgCIIBDT0GuyUhiQJBEARBMECaqcZbApIoEARBEAQhEUkUCIIgCIKQiCQKBEEQBMGAgQMHMh2CVEiiQBAEQRAMaNeuHdMhSIUkCgRBEATBgPDwcKZDkApJFAiCIAiCkIgkCgRBEARBSESeHkkQBEEQhESkRoEgCIIgCIlIokAQBEEQhEQkUSAIgiAIQiKSKBAEQRAEIRFJFAiCIAiCkIgkCgRBEARBSEQSBYIgCIIgJCKJAkEQBEEQEpFEgSAIgiAIiUiiQBAEQRCERCRRIAiCIAhCIpIoEARBEAQhEUkUCIIgCIKQiCQKBEEQBNFEqampmDhxIlxdXeHt7Y0VK1agurqa0Zjevn2LZcuWYcCAAXBwcEBwcPAX2a/8F9kLQRAEQfxHlJaWIjQ0FMbGxtiwYQMKCwuxcuVKFBcXY/Xq1YzFlZSUhBs3bsDFxQUCgQAURX2R/ZIahRYkKysL9+/fZzoMopldvXoVd+7cYTqMf52FCxciKioK9+7dQ1FREdPhSDR16lQ8e/aM6TCarLy8nOkQpCIQCJCVlQUej9ds73Hw4EGUlpbir7/+gp+fHwYOHIglS5bg1KlTSE5Obrb3bUyPHj1w48YNbNiwAY6Ojl9sv6RGQQZGjBgBW1tb2NnZwc7ODhwOB2pqamLlYmNj8f333yMuLo6BKFu/qqoqvHz5Evr6+mjXrh3T4Ui0bt06BAcHo0uXLgDq7k5+/fVXXLt2DZWVlbC0tMSgQYMwevRoKCoqMhxt47KyspCRkQFPT09G47h9+zaOHTsGFosFANDV1QWHwxH53llaWoLNZjMa5/Xr13Hjxg306tULc+fOhYmJCaPxNObdu3eYNm0aEhMToaenh59++gk9evRAdXU17t27Bzabjc6dO0NZWZnpUPH48WN89913KC4uhrKyMubMmYPRo0cjPj4eZ8+eRXV1NTp27IigoCD6OPkUN2/ehLe3N7S1tellQUFBWLRoEW7cuAErK6sv8es0mZxc89z7k0RBBmJjY5GQkIDo6Gj64DQyMhJLHvh8PsOR/s+tW7dgZ2cHPT29BsvdvHkT27dvx549e2QUWf2Sk5MxceJEZGdng8ViYfTo0ViyZAmqqqpw+vRp5OTkwNHREd27d2c0TgBIT0+Hk5MT/XrFihU4e/YsgoKCYGpqirdv32Lt2rU4f/48oqKioKSkxEicrS3BvXnzJkpLSxEfH4/4+HgkJCQgISEBe/fuRXV1NVgsFuTl5WFlZQUOh4Pff/+dsVj79++PK1eu4MqVKxg3bhymTp1a72fbEvzxxx/IyclBWFgYsrOzMWfOHOzatQtz5sxBZmYmAEBdXR0rVqzAV199xWisq1evhrKyMiZNmoTs7Gz8+eefkJeXx2+//YaamhrIyclhz5498Pb2xrZt2yAv/2mXwOTkZAwZMkRkmaKiIszNzRmtUWguJFGQAWtra/j5+WHSpEmIi4tDYmIifSK7d+8efRL7nAz3S5s0aRJYLBY0NTXpC4Xwx8bGhr7TraqqwqNHjxiOFvjzzz+hrKyMnTt3ori4GH/++Sfs7Oywe/duJCUlQU5ODhRFoUuXLti6dSsUFBQYi7Vt27Yi1bjXr1/H3LlzMX78eHrZ27dvMXbsWGzcuBHz5s1jIMrWmeCqq6vDw8MDHh4e9DKKopCamoqEhAT6e/fgwQMGowRGjx6NH374ARs2bMCuXbtw9OhRhIWFYfjw4c12V/ipHj58iLlz5yIkJAQAYGNjg2nTpkFDQwO7d+8Gl8vF7t27MXv2bBw5cgQcDoexWBMTE/HLL7+gT58+AAAHBwcsW7YM3bp1w8qVK6GoqIirV69iyZIliIqKwsSJEz/pfUpLS6Guri62XF1dHSUlJZ/1O7REJFGQAScnJ8TGxkJDQwNeXl7w8vKi1wkEAqSlpSEhIQGXLl3CuXPnGIz0fzQ1NeHq6gpTU1MkJCTg+PHjKCkpAYvFApvNhrm5eYu6SDx9+hS//PILXZ2vpaWFyZMnw9raGpcuXYKhoSGuXLmCRYsWYceOHfj2228Zi7VLly64cuUKfffF4/FgZ2cnUqZdu3YICwtDeHg4Y4lCa0tw37x5A0tLS7ELLYvFgqWlJSwtLdG7d2+GohOnra2Nn376CWPHjsWqVauwfPly7Nu3D/Pnz4efnx/T4dEqKyvRvn17+nXv3r3x66+/YvHixXRC5uPjg5EjR2L79u1Ys2YNQ5ECFRUVIk053bt3B4/Hw6hRo+gam169eiEtLQ0nT5785ERBEoqiWsz34UsiiYIMjBgxApcuXap3nZycHH0Sk5OTazGJgpOTE9TV1bFkyRJ62fv37+nqXOFPWloac0F+gM1mi7SROjs7o7a2FmFhYTAzMwPwvxPE8ePHGU0Upk6diiFDhsDFxQWjRo1C9+7dce7cOXh7e4uUMzAwQFlZGUNRtr4ENzg4GIqKirC2tharBfuwLbmlsbKyQkREBO7evYs//vgD33zzDbp06YIFCxbAxsaG6fCgq6uLgoIC+rWWlhYA0N8roeHDhzPa41/owwt127ZtAUDs7t/FxQVbt2795PdQV1dHaWmp2PKysjLG+ic0J5IoyECHDh3QoUMHqcp+qeEsn8vNzQ2nT58WWWZkZAQjIyN069aNXnbu3DnMnj1bxtGJc3BwwPHjx+Hr6wsAePHiBQCIte+7urpi8+bNMo/vQ5aWlvjrr7/w/fff48iRI+jSpQv27t0LNpuN8ePHw9TUFBkZGdi6dSucnZ0Zi7O1JbhbtmxBYmIiEhIS8OLFC5w8eRJ8Ph8sFgs6OjoiHRuFPy2Jt7c3jh07hmPHjiE8PBwDBw7EkCFD8PPPPzMal6OjIx4/foygoCAAdUn5uHHj6IRByNjYGMXFxQxEKOr69esQCASwsbGR2L9HRUUFNTU1n/weVlZWYn0RuFwu0tPTxfou/BuQRKEF+eqrr3D27FmmwwAATJs2DaNGjWq0XEtpT50+fTpGjx6Nd+/ewcrKCpcuXYKzszPOnDmDrl270uXS09Oho6PDYKR1vL29cfbsWWzduhX//PMPqqurceDAARw8eJAuY2hoiIiICMZibG0Jbvfu3UU6q3K5XCQlJYl0bDx69CiKi4vBYrHw+vVrRuJsqIMwi8XC4MGD0adPH+zYsQM7d+5kPFGYP38+UlNTRZYtWrRIrFxubi59B88UfX19/PXXX9iyZQuAupsbFouFQ4cOwcvLCzY2NrCwsPjs9/Hz88OWLVtQVFREJ0yXLl0Cl8uFv7//Z++/pWFRLeEb/h/xb2y/SkpKwpYtW7B27VqmQ8GVK1ewdetWFBcXo1evXvj666/Rr18/+Pv7IygoCPn5+VizZg0CAgLwyy+/MB0ujc/n49WrV4iPj0d+fj5YLBbatWuHnj17Mjo8MjIyUqo2XGFnQUtLSxlE9Wlyc3Nx7do1XLt2Dbdu3QKfz2d8lIY08vPzoaury3QYUpk5cyYKCwsZHwFV38iXN2/eiIx80dPTw/v37z/5GCgtLUVwcDBMTEwwbdo0FBQU4Pfff4ePjw+jzS9VVVW4ceMGAGDfvn3IyMjAggULAAAeHh6f3ARHEgUZePPmDebOnYukpCSYmppi/vz5CAgIQH5+Pq5cuYLq6mq4ubkxWs38b/Xy5UvMnz8fKSkpAOqaVDZv3sxom3VlZSVUVFQYe39p2dvbIzw8XKohb9XV1YwN45Tk1atXdHLw+vVrqKqqwtvbG926dUO3bt1aRM1Sa/Do0SN07ty50XKHDh2CoaFhi7yjrm/kS2JiIq5evfrJ+0xNTcWKFSvw+PFjKCkpITg4GHPnzmX0e5CZmYmAgIB61+3evfuT5zohiYIMTJw4EbGxsQgODkZ2djZiYmIQHh6OhQsX0kNpWCwWBg0ahN9++43haP+nvLwcf//9N65fv468vDyoqqrCzs4OPXv2RK9evT55DLKsURSFtLQ0yMvLi3XAYoK9vT1MTU3FJgNqCbF9aNWqVdi/fz+ioqLg4uIisVxKSgpmzpyJU6dOyTA6cTU1Nbhz5w6uXbuG69evIzc3F+bm5vD390f37t3h7u7O6LDYj92/f1/su9WtWzcYGxszHZqIDh06YPHixRg5ciTToRAMIYmCDHh4eGDBggUYPHgwAGDnzp3466+/wOFwsGzZMrRp0waXL1/G+vXrsWzZMgwdOpThiIGioiKMGjWKrlI2MjJCYWEh3r59i8rKSpiZmeG3336Du7s706HSBAIBEhMTweVy4ejoyPgMfJLs3buX7nSXmJiIqqoqsFgsKCsri8xRIPxhciKeGTNm4NGjRzh06FC9icyFCxewaNEiaGhofNbd2Zfg6uqK2tpadOrUCf7+/ujWrVuLbA4RCASYN28ezp49C4qioKioCC6XCwCQl5dHnz59sGDBghYzUuOPP/7A33//jSFDhuCnn36SmGxlZGQgKipKZKSUrAkEAuzZswfx8fGwsLDAyJEj6X4TNTU14HK5jPejaJUootnZ2dlRT58+pV/n5+dTdnZ21I0bN0TK/fnnn9TQoUNlHF39fvzxR8rd3Z16+PChyHIul0udOXOGGjJkCOXo6EidO3eOoQhFvX//nurfvz/F4XAoDodDde3albp06RLTYUklLS2NunDhAhUeHk5NmzaNCggIoOzt7SkOh0PZ29szGltNTQ01bNgwqlevXlRxcTG9nM/nUytXrqTs7OyoyZMnU0VFRcwF+f/s7OwoBwcHqnfv3tSsWbOorVu3UtevX6fev3/PdGgiIiIiKHt7e2rz5s1Ufn4+RVEUVVZWRj158oT68ccfqY4dO1J+fn5UcnIyw5H+z5kzZyhXV1dq2LBhVE5Ojsi6Bw8eUNOmTaPs7e2prl27MhRhHeEx6erqSnE4HCooKIgqKCigZs+eTX+n+vbtS925c4fROFsbUqMgAxwOB9HR0XQfBD6fD0dHR/zzzz8iD+64desWZsyYgSdPnjAVKs3f3x8TJkxAaGhovesFAgFWrlyJw4cP4/jx4yITsjBh5syZePjwIaZPnw42m43o6GjEx8fj559/pmeUA4Dnz5/j+++/x7Vr1xiMVjIej4f79+/jzJkzOHXqVIvodFdYWIhhw4bB0NAQf//9N4qLi/H999/j2bNnmDFjBr755htG4xO6e/cu3XktPj4eycnJ4HK5YLFYUFdXF6utYapPUJ8+feDv748ffvih3vU5OTmYNWsW3r9/j1OnTrWYqZ0TEhIwffp0VFdXY82aNcjOzkZUVBTi4uJgbW2N0NBQ9O/fn9EOuP7+/ujZsyeWLl2KkpISzJkzB6WlpUhNTUVISAgUFRVx48YNJCcn4/Dhw4zOItmqMJ2p/BfY2dlR+/fvp3JzcymKoqja2lrKzs6OevnypUi5Z8+eURwOh4kQxXTo0IG6d+9eo+VGjx5NLVq0SAYRNczT05M6fvw4/bq2tpZasGAB5eDgQF28eJFe3pI+Y6GCggLq6NGjVFhYGNWxY0fK3t6eGjRoEBUeHk49f/6csbhqa2vp/6ekpFAeHh7UhAkTqK5du1Jdu3al7t+/z1hs0qitraWSkpKoU6dOUatXr6YmT55M+fr6UnZ2doweAx06dKBu3brVYJmysjKqZ8+e1Pr162UUlXTS0tIoDw8PuuZu0qRJVExMDNNh0ezt7UWOy4SEBMrOzo46fPgwvYzP51Pjxo2jZsyYwUSIrVLr6I3WyrHZbCxfvhw///wzNDQ0YGNjAxaLhWvXrqG2thbW1tZQVVVlOkwRurq6yM7ObrTcsGHDsG7dOhlE1DCKomBkZES/ZrPZWLlyJbhcLubMmYNt27aJzCzItMTERLpHfmxsLBQVFeHt7Y0FCxbA398f+vr6TIcIFxcXepZDDoeDkSNHYuvWrfDy8sLatWtbTBv6h96+fQtzc3N6qnFra2tYW1sjODiYLlNcXIyEhATGYmzbti2qqqoaLKOmpoaxY8fi4MGDmDlzpowikywlJQVRUVE4efIk/cyU27dvo127dmIzijJJIBCIjDoQ1nTa2trSy+Tk5DBy5MgWNUS6pSOJggw8ffoUb968ERmao6WlhU2bNtGzBBobGzf6pEZZ6tq1K6KjozFgwIAGy+nr6yM/P19GUUlmYWGB169fizwMCKjriFVaWorp06dj9+7dDEUnqkePHnj//j1MTEzg7++P6dOnw9PTs8U9UnrixIlITEzEw4cPceLECXp5YmIi5syZQ4/a4HA4sLKyYnxEwdmzZzFnzhxs2LABgYGBEstpamoy+khsFxcXXLp0CT179mywnK2tLbKysmQUlWSTJ0/G7du3oaOjgylTpmDEiBHQ0tLC6dOnsWTJEiQmJmL9+vUtMnEUdmj+uGOzoaFhi5hFsrUgiYIMKCoqwsHBAQ4ODiLLc3NzRdpUExISWkxP/UmTJmHgwIFYsWIFFi5cKDGu+Pj4FjEhjJ+fH/755x+RJzACdb3IN27ciPHjx2Py5MmYP38+MwF+ICsrC4qKirCwsICKigpKSkqQnp4OCwuLFvP3B4BZs2bR/y8vLxeZwCYhIQEHDx6k74wVFBQQGxvLVKgAgOjoaAQFBTWYJDx+/BgXL15EaGgoY8MQx44di0mTJqFbt24NPqQqOzsbbdq0kWFk9cvPz8dvv/2Gvn37iiSDwcHBsLS0xHfffYeQkBBs2rRJ7BzHhGnTptH9UKysrMBiscQeXsdisSAQCBiKsPUhnRlbGB6Px/idmdD58+cxd+5c2NraYuLEiQgMDBS563306BGmT5+Ofv36MTokCqjrcHf69GkEBwfXe2dTWlqK0aNHIyMjAzU1NYx2EDx8+DB9sU1MTKSfyqmgoAArKyv6Lr01PNDo7du3iI+PR2JiIsLCwhiNpXPnzli5cmWDiQIA9OvXDwEBAfj+++9lE1g9Vq1ahV27dmHUqFGYPHkyDAwMRNaXl5dj+PDhsLKywoYNGxiKUjpFRUWYMWMGYmNjsXz58kZrIZtTfd8tAPQTb21sbGBraws2m40NGzYw3lG4tSCJgoxkZmbi6tWr4HK58PX1bXEPpJHk4cOHWLx4MdLT06GsrAxTU1NoaWkhOzsbGRkZsLKywv79++t9NntLk5ubixEjRnzW1K3NITs7W6RWSfhUTuEDjZiKdebMmeBwOPTPh31AWiJXV1dEREQ02qywc+dOnD17FkeOHJFRZPXbtm0bNm7cCIFAAHd3d1hbW0NTUxPZ2dm4dOkSamtrER0d3SqeRsjn8/Hbb79h//79LfK7JXxMekv5brU2JFGQgcePH2Py5MmorKwEUNeZZuzYsVi4cKFIufLychQVFbW4Gfr4fD4uXryIK1euIDExEZWVldDX10e3bt0wZsyYVjEdsVBBQQHu37+PPn36MBZDYWFho7UEXC4XiYmJSExMpCfqkrVevXohIyODPqkKhxhyOBw4OjrC09OzRSUPQUFBCA0NbfRhZnfv3sWsWbNw7949GUUm2du3b7Fr1y5cvXoVOTk5AOqayzw9PTF//vxWc0MhdOzYMQwaNIix9w8JCYG9vb1IjdzHEyy1hO9Wa0MSBRkYOXIkuFwu/vjjD7DZbOzbtw/79u3D4MGD8euvv9Llnj9/jhEjRrSILLempgYnT55Ex44dW8Udzfr16xEbG4vIyEixdWlpaaipqYGNjU2LeNpljx49Wkx7bmNqamqQmJhI13YI/y0rK4OcnBz8/PywePHiFpHc/vrrr7h9+zaOHTvWYNv+zZs38d1339GPIpe1n376CUuWLBGbAr2kpASVlZXQ1tZuEX0ThHJycvDzzz8jPj4e7du3x8yZM+Hs7Awul4sHDx6guroazs7OLWKkjrADbl5eHoC6vghGRkZ0cuvt7Y2OHTsyHGUrxNS4zP8SNzc36vr16yLLDh8+THE4HGrVqlX0spY0xn/btm2Ui4sLlZSUxHQoUhkwYAD1888/iyzj8XjUhAkT6DHfPj4+1M2bNxmK8H9GjBhBubi4iMz7UB+BQCAyB0RL8vbtWyoqKorq3r071bVrVyo7O5vpkKicnByqc+fO1KRJkxqcKXL16tVU7969ZRfYR5ydnalRo0bRszI2pKamRgYRNSwsLIxydHSkpkyZQg0cOJByc3Ojnj59SvXs2ZPicDiUnZ0d5ejoSG3atInpUGkFBQXUnTt3qJ07d1Lz58+n+vfvTzk6OlIcDocKDg6mXrx4wXSIrQpJFGTA19e33gvUnj17KDs7O2r79u0URbWsRGHgwIHU77//3mCZhw8fUoMGDaKePXsmo6gkc3d3F5tOeu/evZSdnR01ceJEKiIighoxYgTl5ORExcfHMxRlHR6PRy1btozicDjUb7/9RvH5fJH15eXl1K5du6iAgIAWczxIUlJSQnXv3p1aunQp06FQFFU3nXDHjh0pb29vav369VRqaiq9js/nU//88w/l5OTE6EXt5cuXVLdu3ShfX1+JE2rl5+dTGzZsoLp06SLj6MR5eXlRe/bsoV///vvvVNeuXang4GDq6tWr1O3bt6nly5dTDg4O1IULFxiMtGFVVVXU5cuXqSFDhlCurq7UmzdvmA6p1SCJggxMnDiRWrt2bb3rNmzYQHE4HOrIkSMtKlFwdnaWasa1SZMmUcuWLZNBRA2rbybJoUOHUp6envRdGZ/Pp0aNGkXNnj2biRDFHD58mHJycqLGjRtHFRYWUpmZmdTKlSupTp06UY6OjtS8efOo169fMx1mo3bs2EH5+/szHQYtPT2dmjBhAj0Do5OTE+Xv70/fUYaGhlJcLpfRGAsLC6mxY8dSTk5OIrMGxsfHUwsWLKCcnJwoNzc3asWKFQxGWcfOzo56/Pgx/fr9+/eUnZ2d2LNUli5dSo0ZM0bW4TVZTU0NFRwc3GLOA60BmUdBBgICArB582Z89913YkMfw8LCUFhYiB9//BFff/01QxGKU1BQAIvFarRcUFAQ/v77bxlE1DBTU1O8efOG7vFeWFiIly9fisw9Lycnh2HDhmH16tVMhkoLCQmBra0tJk+ejN69e6OsrAxqamoYNWoUxowZ0yLafKVhYmKCwsJCpsNAaWkpIiMj0b17d0RGRiIhIQFXr15FUlISysrK4OXlBT8/P/Tq1YvxvipaWlr4+++/8ccff2Dp0qV4+PAhcnJycO/ePRgZGWHmzJkYPnx4i3nOw4f9KYQTwxkaGoqUCQgIwNy5c2Ua16dQVFTEsGHDEBERwXQorQZJFGRg2LBhcHNzQ3V1db1zJCxbtgwlJSXYvn27VBdnWWjXrh2ePn2Krl27NlpOmqmem9tXX32FyMhI9OjRA0ZGRjh+/DgoikK3bt1EypmYmKCoqIiZID8gEAhw/vx57Nq1CyUlJVBVVQWfz8fChQsxcOBApsMDALHZFyUlLnFxcS0iqYmMjMTBgwfpUQ/CXu8fqqqqYjxJEOLxeGjfvj3atm2LEydOgMViYenSpRgxYkSLmngLqBtaTFGUyPnp43OVpqYmysvLZR3aJ9HV1UVpaSnTYbQaJFGQATab3eBTylgsFlatWoXS0lLcvn1bhpFJ1qtXL0RGRmLQoEEwMTGRWK6oqKhFzHA2depUXL9+HUFBQTAzM0Nqaip0dXXRo0cPkXKFhYXQ1NRkJsj/t2PHDuzbtw/v37+Ht7c3IiIi4O3tTc+CmZaWxuhkQEIvXrzA2bNn6QuEpqYmPaeCtbU1NDQ08OrVK0RFRWHkyJFMh4tLly5h7NixYpMXfejt27eYMGEC/vzzz0aT4OaSk5ODffv24dChQ6ioqEBAQAACAwOxevVq7Ny5E507d25xwyLDwsLQpk0bWFlZ0c+qefXqFQwMDFrEzKxCI0aMoBNbYZJb3/Dtx48fN3heI0SR4ZEycuHCBdy6dQvV1dVwdHTEkCFDxMb3AnXTpbaELx6Xy8XAgQNRXV2NVatWoXPnzvWWEz4O9+DBgzKOUFxFRQX+/vtv3L9/H6qqqpg2bZrYo4SXLFmC5ORkHDhwgKEoAWdnZwQHB2P8+PEiD6sBgIMHD2LFihXw8fHB6tWrGa96rqqqEhkeKZzxrqysjC4TEBCAP//8k/H5NJycnLBt27ZGH1I0a9YsKCgoYNWqVTKKTFSHDh2gpKSEoUOHYuzYsfRU0oWFhZgxYwZevXqFX3/9ldG5Pj4UGxsrNilYZmYmnUBqaGjA1tYWGhoauHz5MqPDu8ePH4+kpCQUFBSAxWKBxWLB1NSUTm7V1dXx+vVrnDlzBmFhYZg6dSpjsbYmJFGQgZ07d2LVqlWQl5eHgoICqqqqYGhoiN27d8Pc3Jzp8CTKy8vD5MmTkZCQgI4dO2LgwIGwtraGrq4ucnJycOTIEZw4cQKrVq1Cv379mA63UQUFBQgMDMSkSZMwbdo0RuPQ0dGRuP7x48eYOXMm1NTUsHnzZkbnsRAIBPVW1WdnZyM3NxfGxsYtIrEFAE9PT6xatQr+/v4Nljt16hQ2bdqECxcuyCgyUVFRUQgJCan3ibG1tbVYsWIFDh06hIkTJ2LOnDmMN0cGBQXhr7/+EjkOKysrRZ77ER8fj6SkJFRUVLSIeWDy8/NFktv4+HikpKSgtrYWysrKGDp0KObPny82lwVRP5IoyEBgYCAcHR3xxx9/oE2bNnj58iUWLFgAAwODeicIakl4PB527tyJPXv2ID8/X+SkxWazMXXqVHz33XcMRvg/0tTacLlcsUfRtkQ5OTmYPn06UlNT8fjxY0ZiePLkCUJDQ7FkyRIMHz4cQN3jvNevX48OHTrA3t4epqamjMRWn1GjRsHFxQU//PBDg+UePXqEyZMn4+nTpzKKrOkOHz6Mn3/+GR4eHoyfI8aMGYO4uDj88ccfjT7xMjMzs0UdEx8SCAQoLi6GlpYW48lXq8PQaIv/FAcHB7Ghew8fPqTs7e2p0tJShqJqGh6PRz1+/Jg6cOAAtW3bNuqff/6h3r9/z3RYtMjISHriF1dXV8rOzo7y9/en3r59y3Ron6y6uppasGABY+8vnKjmQ7W1tfSwQw6HQ3l4eFBTpkwRmwuCCQcOHKBcXV2pV69eNVjuzJkzVKdOnWQU1ad78uQJ5ePjw3QYFI/Ho3766SfK3t6e2rBhA9PhEAwgiYIM2NnZiU2sUlVVRdnZ2VEJCQkMRfXpnj59StXW1jIdhoiePXtSM2fOpKqrqymKoqjY2Fiqb9++1IQJExiOTByfz6d27dpFLViwgIqIiBBJFqurq1tM8ti9e3fqwIEDIsuEicL58+eps2fPUqtWraI8PDyoy5cvMxTl/wjnyfDw8KCOHTsmsdzXX39NjRs3TnaB1SM/P5968OBBozNa5uTkyCiixgnn/Zg6dSpVVlbGdDiEDJFEQQbs7OyoPXv2UO/evaOXCU+4L1++ZDCypqutraU4HE6Li7s11dqsXLmSsrOzo1xdXSkOh0MFBQVRBQUF1OzZsyl7e3uKw+FQffv2pe7cucNonI6OjtSDBw9EltV33P76669UWFiYrMOrV0VFBTV58mTKzs6O6t69O7V27Vrq1KlT1J07d6hjx45RY8aMoTgcDqNTeV++fJlydnamOBwO5eDgQP3xxx8URVHUjRs3qNmzZ1PTpk2jduzYQVVWVjIWoyTPnj2jfH19qd69e1P37t0jCcN/BOnJIQNsNhsrVqzAr7/+CmVlZVhZWcHKygosFgtJSUlo164d473bP3bmzBl079693p7sVAvs1sLn86GsrCyyrEOHDhAIBHj//n29I0yYcu7cOYwePRpLly5FSUkJ5syZg6lTpyI1NRWhoaFQVFTEjRs3MGXKFERHR8Pe3p6ROJWUlMTGxbPZbCxdupSedAcAOnfujJUrV8o6vHqpqKhg27ZtOH36NHbu3ElPqsNisUBRFDQ0NPDrr7/C19eXsRg3bdqE9u3b49tvv0V2djYiIiKgpKSErVu3QkNDAwoKCrhy5QpOnjyJAwcOMD6a5EPt2rVDr169sHv3bowfPx4AYGRkRM9ZweFw0KtXL2aDJL44kijIwNOnT/HmzRuR4UU3b94ERVFYsGABWCwWjI2N6bG/YWFhTIeMuXPn4tChQ2LDC1uyFy9eQFdXlx5uJpzcisfjMRmWmLy8PAQFBQEANDQ0MH/+fPTv3x8rVqxASEgIAGDmzJn4+uuvsXXrVoSHhzMSp729PWJiYtC9e3eR5aNHjxZ5raWlhfz8fFmG1qjg4GAEBwcjJyeHHs6po6MDFxcXxjuypqamYs2aNQgICABQN6toWFgYhg4diuXLl4PFYiE2NhbffvstIiIiMGvWLEbjBYCXL19i3759OHv2LOTk5DBy5Ej4+/vjzZs3SExMREJCAm7duoXa2lqSKPwLkURBBhQVFeHg4CD2WOHc3FyR5EGYQLSEREFSrYGcnBw6dOjQ4oYVtaZam49HXbRv3x4AROZUEJ6Mf/nlF1mHRxs8eDCWLVuGAQMGwMXFRWK59+/f09NktzQGBgYNTsDEhOrqapEaGS8vL1AUhX79+tG98Z2cnDBlyhQcOHCA8URh+PDhePHiBfT09DBt2jSMGDECGhoaACAy82ltbS1SUlIYipJoTi3rbP8fo6+vD319fboa9O3bt3j9+jXDUTWMxWLhyJEjTIch5tKlSyguLhZLulpyrY2QcLrej6ftNTQ0RHFxMQMR1Rk0aBDOnj2L8ePHY+nSpRg8eLBYGYqisH//fjg6OjIQ4b+DsMns4yYGDoeDd+/eMRGSCC6Xi5UrVyI4OLjBGwR5eXmxCcSIfweSKDAgNzcXSUlJSEpKQkJCApKSkpCcnIzq6moAQO/evRmOsM67d+/g4ODQ4moP6tOnTx+MGzcOkydPFrmgCWttPm72YTpRmDZtGt2uK6z54PP5ImVYLBbj02Nv3rwZ8+bNw6JFi7BlyxZ89dVX4HA4UFNTQ1ZWFo4ePYq4uDhs27aN0Thbm8OHDyMjIwN2dnb0vAMfj+1v06ZNi2g2O3bsGNMhEAwjEy7JwMGDB5GYmIikpCQkJibSDyOhKAoqKiqoqqpCQEAAPD09YWNjAy8vL4YjrrubYbFYYLPZsLCwgK2tLX1hs7W1hZGREdMhivj1119x6NAhKCsr45tvvsGYMWMkVofzeLx6H84lK4cPHxaZDrmkpARAXY2Cubk5bGxsYGtrCzabjQ0bNrSIme6uXbuGnTt34vHjxyLJi46ODn744Qf079+fwehal5EjR+LNmzcoKyujv2N8Ph/+/v7o2LEjbG1tYWtri9zcXIwcObJF/P2J/zaSKMiA8KJrb2+PDh06wMrKCtbW1rCysoKKigo8PDywZ88euLu7Mx0qTVg9z+fz6c5KH87vrqamRp/Q7OzsMGLECKZDxvv377Fp0yacOHECurq6CAsLw+DBg1v8LGzCefTj4uLozzotLQ18Ph8sFqtFXSiKi4vx9u1bFBcXQ1tbG/b29q2ixqklevfundg0wxkZGRAIBGCxWFBQUACPx2tRf3/iv4kkCjIwZ84cnD17Fjo6Ovj2229FHiNbVlYGd3f3FpkoREdHi4x6qKqqoptLhHfDwjvilnQyS0tLQ3h4OM6fPw9LS0vMnj2b7mHeEoSEhMDe3p5+up2dnV29U00LP9/6+gYQrddXX32FrVu3wtLSUmxddXU1nSzGx8cjMTERe/bsYSBKgvgfkijISHx8PP7880/cvn0b7dq1w8yZM9GnT59WlShIkpeXJ9KLu6WIj4/H2rVrcfPmTbi5uWHOnDkSn4IpSxMnTkRiYiLy8vIA1LVNGxkZgcPhwNHREd7e3ujYsSPDURLN5ePvFkVR2Lx5M8aOHUuPJiCIlkT8sXBEs+BwOIiMjERUVBTU1dUxe/ZsDB48GLdu3WI6tM/WEpMEoO4z37ZtG/bv3w95eXmMHTsWU6dORVJSEqNxRUZGIiYmBnfu3MHff/+N+fPnw93dHe/evcOWLVswevRo9OvXD7GxsYzGSciGQCDA5s2bkZmZyXQoBFEvUqPAkPPnzyM8PBypqalgsVhYs2ZNi3n+PACEhobCw8MD9vb2sLOzg4mJCdMhfZba2lrs3bsX69atA5/Px8uXL5kOqV7V1dW4ffs2tmzZguTkZBw5coTRx0wTX97HNQp8Ph+Ojo74559/yDBTokUiiQKD+Hw+jhw5gs2bNyM/Px8DBgzArFmzoK+vz3RodAdMIVVVVbo9XThVq62trdi0yUwrLy9HcnIyUlJSkJKSQv8/MzMTfD6fnsb3/v37TIfaIC6XiyFDhsDW1hZr1qxhOhziCyKJAtHakEShBaipqcGuXbsQGRkJHo+Hp0+fMh0SBg4ciLdv3yIwMBBeXl7IyMigOzFmZWUBqGtbNzU1BYfDwYYNGxiNNzQ0FMnJySgoKABQ1+6rra1NjzARjjKxtraGrq4uo7FKa8+ePYiIiPhXNE8R/8PhcODg4IAOHTrAxsYGlpaWmDRpEv755x+x2VsJoiUgiUILUlxcjG3btmH+/PlMhwIAOH36NDZs2IDKykpMnz4dw4YNA5vNRkVFhciQrsTERBw4cIDRWL/++muRpMDa2hqampqMxvS5zp07hx9++AEvXrxgOhTiC1q3bh09skGYdAN1fX2ETX3CH0tLS7EZOwlC1kiiQDSotrYWhw4dwpYtW6CiooLvv/++RfWlaI1GjBhBN98Ih0jW94TAFStW4Pbt2zh37hwDURKyUF5eLjKXgnDYcVVVFYC62RmfP3/OcJTEfx1JFAipVFVV4e+//8bOnTthZmaGOXPmwMfHh+mwWqXx48cjKSkJBQUFYLFYIk041tbWUFdXx+vXr3HmzBmEhYVh6tSpTIdMyNjbt2/p2jqmpxsnCJIoEE1SXFyMtWvX4vDhwxgzZgwWL17MdEitVn5+vtjMfCkpKaitrYWysjKGDh2K+fPnk5kPCYJgFDkDERIVFRXRowaSk5Pp/2dlZYHNZoPL5TIdYqumq6sLHx8fkZoZgUCA4uJiaGlptfippwmC+G8gNQpEvbp06YKioiL68czW1tawtbWl/7W0tJT40CWCIAji34PUKBD1KiwshJqaGgICAuDm5kbPm1BfpzuCIAji34vUKBD1+ngIl7DTnYmJCd1jXziEy9zcnOlwCYIgiGZCEgWiUQ0N4WKxWFBRUcHjx4+ZDpMgCIJoBiRRID4ZGcJFEATx70cSBYIgCIIgJCKPmSYIgiAIQiKSKBAEQRAEIRFJFAiCIAiCkIgkCgRBEARBSEQSBYIgCIIgJCKJAkEQBEEQEpFEgSAIgiAIiUiiQBAEQRCEROShUC0An88Hj8djOgyCIIh/NQUFBbDZbKbDaHVIosAgiqKQnZ2N4uJipkMhCIL4T9DU1IShoSFYLBbTobQaJFFgkDBJ0NfXh4qKCjlwCYIgmglFUaisrERubi4AwMjIiOGIWg+SKDCEz+fTSYKOjg7T4RAEQfzrKSsrAwByc3Ohr69PmiGkRDozMkTYJ0FFRYXhSAiCIP47hOdc0i9MeiRRYBhpbiAIgpAdcs5tOpIoEARBEAQhEUkUCIIgCIKQiHRmJD7bxo0bsWnTJvq1pqYmLC0tMXXqVPj7+ze6vZ2dHf1/BQUFmJiYICgoCFOnTiV9OD5BamoqVqxYgcePH0NZWRl9+/bF3LlzoaSkJHGbzMxMBAQE1LtOQUEBL1++pF9/+PcS0tXVxe3btz8/eIZwuVxUVlZCRUUFioqKTIfzxbi5uWHChAkICwsDAIwdOxYqKiqIiIiQyfsfO3YMERERePfuHdq1a4fp06ejd+/ejW5XXl6OVatW4cKFC+ByufD09MTSpUthYmJClzl69CgWLlwotu3kyZMxd+7cL/p7/NeRRIH4IpSUlBAVFQWgrkfxtm3bMHXqVOzbtw8dO3ZsdPuxY8ciODgYNTU1uHPnDrZv346MjAysW7euuUP/VyktLUVoaCiMjY2xYcMGFBYWYuXKlSguLsbq1aslbqevr49Dhw6JLKMoCpMnT4anp6dYeeHfS0hBQeHL/RIywufzERMTg+joaDx8+BAURYHFYsHd3R3Dhg2Dr6/vv65X/I8//gg5OdlUJJ8/fx4LFizAlClT0LVrV1y+fBmzZs1C27Zt4ePj0+C2c+bMwatXr7B06VKoqalhw4YN+Prrr3Hy5EmxhHfHjh1o27Yt/drAwKBZfp//MpIo/EvwBXzEpMfgfdl7GLU1gq+5L9hysjvJycnJwdXVlX7t6uoKPz8/HD9+XKpEwcjIiN7e09MTeXl5+Oeff7B06VJoa2s3U9R1ampq0KZNm2Z9D1k5ePAgSktLcfz4cfpzY7PZmDt3Lr799ltYWVnVu52ioqLI3w8A7t+/j7KyMpGEQOjDv1drVFFRgXnz5uHBgwdgs9mgKApAXXL0+PFjPHjwAB4eHvjzzz+hqqrKcLRfjrW1tczeKzw8HL169cKcOXMAAF5eXkhNTcWGDRsaTBSeP3+O69evY9u2bXSNpK2tLQIDA3Hs2DGMHDlSpLyjo2OznyP+60gfhX+Bo3FH0T68PbpHdceoo6PQPao72oe3x9G4o4zFpK+vD21tbWRlZX3S9o6OjgDqqsSBusmp5s6dC09PTzg7O2P06NEi1eEAcPz4cYwcORIeHh5wd3fH2LFj8eLFC5EyGzduhJubG168eIHhw4fDyckJe/bsAQBs27YNgYGBcHJygre3N8aPH4+MjAx62+LiYixevBheXl5wdnZGSEgIbt26JbL/sWPH4ptvvsG5c+cQFBQENzc3jBs3Dunp6Y3+zvPmzcPp06dRVFTU9A/s/928eRPe3t4iJ86goCAoKirixo0bTdrX6dOnoaamhh49enxyPC0Rn8/HvHnz8OjRI/r1x+sB4NGjR5g/f77Y+i9lwYIFCA4Oxo0bNxAcHAwnJycMHjwYz549EyknzXENAJcvX0avXr3g5OSEkJCQessIj89PVVVVhWvXrmH58uV4+/atxHIZGRlISUkRSzKDg4Px4sULFBYWStz2xo0bUFdXh5+fH73M2NgYHTt2bPIxTHwZpEahlTsadxQh0SGgQIksf1f6DiHRITgy7AgG2w+WeVwVFRUoKSmBubn5J20vTBAMDAxQUlKCUaNGQUVFBUuXLkXbtm2xZ88ehIaG4uLFi/SEVZmZmRg4cCDMzc3B5XJx+vRpjB49GidPnoSFhQW9bx6Ph7lz5yI0NBSzZ8+GhoYGjh8/jvDwcMyYMQOurq4oKyvD48ePUVFRAaDu4jF58mSkp6dj9uzZMDQ0xIEDBzBlyhTs3LkTXl5e9P7j4uJQWFiIuXPngs/n47fffsO8efPEqvY/Vl1djR9//BGVlZVwdnaGr68v/P390aFDB6mHdCUnJ2PIkCEiyxQVFWFubo7k5GSp9iH8jC5evIjAwMB6a1u2bduGtWvXQllZGT4+Ppg/fz6MjY2l3j+TYmJi8ODBg0bLCQQC3L9/H7du3ZKqr82nyMvLw/LlyxEWFgZ1dXVs374dEydObPJxHRcXhxkzZsDPzw8LFy5ERkYGvv/++y8yV0BKSgpu3rwp8rl17ty5wT4vKSkpAABLS0uR5VZWVqAoCikpKRJrAZKTk2FhYSF2zFtbW4sl5kBd8lFUVARjY2MMGzYMkyZN+tc1GTGNJAqtGF/Ax8zzM8WSBACgQIEFFr4//z0G2A2QSTNEbW0tgLqT3+rVq6GmpoZx48ZJta1AIEBtbS1qampw9+5dHDx4EG5ubjAwMMCGDRtQWlqKw4cP0ydPb29vBAYGIjIyEvPnzwcAfPfddyL769q1K2JjY3Hs2DHMnj2bXsfj8TBr1iyRTlXR0dGws7MTudvq2bMn/f/r16/jxYsXItWhvr6+CA4OxubNm0UShbKyMpGq/7KyMixZsgTZ2dkwNDSU+Bls3LgRPB4PT548wY0bN3D+/Hls3LgROjo68PHxgZ+fH3x8fKCpqSlxH6WlpVBXVxdbrq6ujpKSEonbfezmzZsoLi6ut9lh4MCB6NatG3R1dZGYmIgtW7Zg1KhROHHiBDQ0NKR+D6ZER0eDzWZLVVMgJyeHQ4cONVuiUFxcjPXr18Pb2xsA4O7uDn9/f0RFRdHHrDTH9bZt22BkZITNmzfTF0kFBQUsW7asyTFVV1fj3r17uHnzJm7cuIHMzEwYGxvD19cX69atQ5cuXRrtZCw81j4+FoXHR0PHYmlpqUifA6GPj2E9PT2EhYXBxcUFLBYLV69exfr165GTk/NJvzchGUkUWrGY9BhklmZKXE+BQkZpBmLSY9CtfbdmjaWyspJuLgDq2sW3bNmC9u3bS7X96tWrRTrbde3aFT///DMA4Pbt2/D09ISGhgadjMjJyaFz586IjY2lt0lOTsbatWvx9OlTFBQU0MvT0tLE3u/jE7+DgwP279+PlStXIjAwEC4uLiId9B49egRVVVWR7eTk5NC7d29ERESAz+fTJ2gOhyNytyTsF9BYogDUndw9PT3h6emJ+fPn4927d9i8eTOOHTuGEydOYNy4cVi8eHGD+6iPsKOetE6dOgVdXV36AvahP/74g/6/u7s7OnXqhMGDByM6OhqTJ09ucmyyxOVy6Y6L0hAIBHj48CF4PF6zdNhs27atyGesrq4OLy8vkeYHaY7r58+fo0ePHiJ30kFBQZ90wTx79iw9mqBLly4IDw9Hhw4dmrwfQHxyI+Hn3tixKGn9h8t9fX3h6+tLv/bx8UGbNm0QFRWFqVOnQl9f/5NiJsSRRKEVe1/2/ouW+xxKSkrYu3cvKIpCWloa1qxZg/nz5+PUqVNSfWHHjRuH/v37Q1FRESYmJlBTU6PXFRUV4dmzZyKJiJCwaaO8vBwTJkyAtrY2FixYAGNjY7Rp0wZLlixBTU2NyDbKyspid0SDBw9GRUUFoqOjsWvXLrRt2xYDBw6khxWWlpZCV1dX7P11dXXB4/FQWVlJ3wV9fBclvMB8HIckhYWFuHXrFm7evIlbt26hqKgIHA4Hfn5+6N+/f4Pbqquro7S0VGx5WVmZxI6MH6uoqMD169cREhIiVRUuh8OBhYUFXr16JdX+mVRZWSl1kiBEURQqKioarMn5VPVVv+vo6NBJgLTHdV5entgzYzQ1NSEv3/RTfNeuXTF79mzcvHkTDx48wNixY+Hp6Qk/Pz/4+fnB1NS00X18WHPw4fdGeGzWV+slpK6ujvfvxc9ZkmrLPtS7d2/s3LkTcXFxJFH4gkii0IoZtZXu6WfSlvsccnJycHJyAgA4OzvD0tISQ4cOxebNm7F8+fJGtzc0NKS3/5iGhgZ8fX0xc+ZMsXXCMe/Pnj1DdnY2IiIiwOFw6PVlZWVid/H13a3IyckhNDQUoaGhyMnJwZkzZ7BmzRpoaWlh+vTp0NDQQH5+vth2+fn5UFBQ+CLzPWzcuBE3b97Ey5cvoaKigi5dumDOnDnw8/OTesiXlZWVWF8ELpeL9PR0sb4Lkly6dAlVVVXo16+f1LE39eLLFOFTWpsSL4vFaraRD/V16isoKICenh4A6Y9rPT09kdoGoK5ZQ1gD1xQGBgb45ptv8M0336C0tBS3bt1CTEwM/vrrLyxfvhyWlpbw9/fH1KlTJSZPwr4JKSkpIglqcnIyWCyWWN+FD1lZWeHOnTtitWBv3ryROtklviwy6qEV8zX3ham6KViQUE0HFszUzeBr7lvv+ubUoUMH9O3bF0ePHkVeXt5n7atLly5ITk6GlZUVnJycRH6Ek/9UV1cDEB3P/+TJE7x7967J72dgYIAJEybAzs6O7pTVqVMnVFRU4ObNm3Q5gUCA8+fPw83N7Yt0nrp48SLc3d2xa9cu3Lt3Dxs3bsTQoUObNC7cz88P9+7dExk5cenSJXC5XKnb2U+fPg1zc3O4uLhIVT4uLg5paWkSE72WRFFREe7u7lL/vdhsNtzd3ZttnoiysjLcvXtX5PW9e/foz17a49rZ2RnXrl0T6Xdx4cKFz45PXV0dffr0wcqVKxETE4OjR4+iX79+ePbsGXJyciRuZ2ZmBktLS5w9e1Zk+enTp+Hs7NzgcEZ/f3+UlpYiJiaGXvb+/Xs8efKk0WP47NmzYLPZcHBwkPI3JKRBahRaMbYcG+G9whESHQIWWCKdGoXJw/pe62U6n8KHpk2bhjNnziAqKuqzZkobP348Tp06hTFjxmDcuHEwNjZGYWEhnj9/DgMDA4wfPx6urq5QUVHB8uXLMWXKFOTk5GDTpk1SX2SXLVsGdXV1uLq6Ql1dHU+ePEF8fDw9Zrtbt25wdnbG/PnzMXv2bBgYGODgwYNITU39Yh2n1q9fT/9f0nBKTU3NBh9LPmLECOzduxfTpk3DtGnTUFBQgN9//x39+vUTuRtbtGgRjh8/jtevX4tsX1hYiLt370rsaxAZGYmMjAx4eHhAW1sbSUlJ2Lp1KwwNDTF06NAm/LbMGTZsmFSjHoC60S7Dhw9vtlg0NTWxePFizJgxA23btsX27dsBAKGhoQAg9XE9ZcoUhISEYPr06Rg5ciQyMzMRGRn5SQlOWVkZcnNz612npKSEoKAgBAUFwczMrMH9zJgxA7NmzYK5uTm6dOmCK1eu4Pbt29ixY4dIOQcHBwwcOBC//fYbAMDFxQXdunXD4sWLsWDBAqipqSE8PBwmJiYYNGgQvd3EiRPh5eUFW1tbAMCVK1cQHR2NcePG0TUyxJdBEoVWbrD9YBwZdgQzz88U6dhoqm6K9b3WMzI0UsjS0hJ9+/bFgQMH8M0339Tbk1kaWlpaOHToENavX4/Vq1ejuLgYOjo6cHFxQWBgIIC6vgLh4eFYtWoVpk2bhvbt2+Onn34SOylJ4ubmhujoaBw+fBhVVVUwMzPDwoUL6Ysfm83G9u3bsWrVKqxZswaVlZWws7NDREREvTMXfoo+ffo0Wqaxzozq6uqIiorCihUrEBYWBiUlJQQHB4slagKBoN5e/+fOnUNtba3EZgcLCwtcvHgRZ8+eRUVFBbS0tODv74/vv/++0fbjlsLX1xceHh549OgRBAKBxHJycnJwd3dvdBbBz6Gnp4e5c+di1apVSE9Ph42NDSIjI+l2fWmPawcHB4SHh2P16tX47rvvYGNjg3Xr1mH8+PFi79lYR8JLly7VOzXyx44fPw57e3uJ63v37o3q6mps3boVkZGRaNeuHdatWyf2efL5fLG/w5o1a/DHH39g+fLl4PF48PT0xMaNG0WGZFpYWODIkSPIzs6GQCBA+/btsWjRIowdO7bR2ImmYVGtpXHxX6a6uhqpqamwsLBocDyytJiemZEgWpMPZ2aUk5MTuVAJX3t6euLPP/9stueNLFiwAC9fvsTp06ebZf/1GTx4MGxsbERGrvzXfOlz738BqVH4l2DLsZt9CCRB/Fuoqqpi48aNuHXrFg4dOiTyrIfOnTtj+PDh8PHx+ddM3JOXl4d79+4hISEBgwczV8tItE4kUSAI4j+JzWbD398f/v7+4PF4qKiogKqqaqt8wFVjzpw5g82bN6NPnz4ICQlhOhyilSFNDwwh1V8EQRCyR869TUeGRxIEQRAEIRFJFAiCIAiCkIgkCgRBEARBSEQSBYIgCIIgJCKJAkEQBEEQEpFEgSAIgiAIicg8CsRn27hxIzZt2kS/1tTUhKWlJaZOnSrVg4iED3YC6h5+Y2JigqCgIEydOrXZZsX7N0tNTcWKFSvw+PFjKCsro2/fvvTjsiXJzMxEQEBAvesUFBTw8uVL+vWHfy8hXV1d3L59+/ODJ74oNzc3TJgwAWFhYQCAsWPHQkVFBRERETJ5/2PHjiEiIgLv3r1Du3btMH36dPTu3bvR7crLy7Fq1SpcuHABXC4Xnp6eWLp0KUxMTOgyR48erXeq6cmTJ3/Ws2UIcSRRIL4IJSUlREVFAQByc3Oxbds2TJ06Ffv27UPHjh0b3X7s2LEIDg5GTU0N7ty5g+3btyMjIwPr1q1r7tD/VUpLSxEaGgpjY2Ns2LABhYWFWLlyJYqLi7F69WqJ2+nr6+PQoUMiyyiKwuTJk+t9loXw7yX0b5yk6N/oxx9/hJycbCqSz58/jwULFmDKlCno2rUrLl++jFmzZqFt27aNPj9jzpw5ePXqFZYuXQo1NTVs2LABX3/9NU6ePCmW8O7YsUPkOTJNedoqIR2SKBBfhJycHFxdXenXrq6u8PPzw/Hjx6VKFIyMjOjtPT09kZeXh3/++QdLly5t8JG0X0JNTQ3atGnTrO/xJdTW1iInJ0fkrupjBw8eRGlpKY4fP05/bmw2G3PnzsW3334r8gTJDykqKor8/QDg/v37KCsrE0kIhD78exGth7W1daNl8vLyoKqq+tm1eeHh4ejVqxfmzJkDAPDy8kJqaio2bNjQYKLw/PlzXL9+Hdu2baNrJG1tbREYGIhjx47RT3QVcnR0bPZzxH8d6aPwL8Hn83H9+nUcOHAA169fr/fJgLKkr68PbW1tZGVlfdL2jo6OAOqqxAEgOzsbc+fOhaenJ5ydnTF69GiR6nCg7ml2I0eOhIeHB9zd3TF27Fi8ePFCpMzGjRvh5uaGFy9eYPjw4XBycsKePXsAANu2bUNgYCCcnJzg7e2N8ePHIyMjg962uLgYixcvhpeXF5ydnRESEoJbt26J7H/s2LH45ptvcO7cOQQFBcHNzQ3jxo2T+NhoaSQnJ2PVqlXo1q0bdu3a1WDZmzdvwtvbW+TEGRQUBEVFRdy4caNJ73v69GmoqamhR48enxI20YgFCxYgODgYN27cQHBwMJycnDB48GA8e/ZMpJw0xzUAXL58Gb169YKTkxNCQkLqLSM8PhsSExMDHx8fLF68GI8fP/6k3y0jIwMpKSliSWZwcDBevHiBwsJCidveuHED6urq8PPzo5cZGxujY8eOTT6GiS+D1Cj8Cxw9ehQzZ86kL6oAYGpqivDwcMYeAFNRUYGSkhKYm5t/0vbC38XAwAAlJSUYNWoUVFRUsHTpUrRt2xZ79uxBaGgoLl68CB0dHXqbgQMHwtzcHFwuF6dPn8bo0aNx8uRJWFhY0Pvm8XiYO3cuQkNDMXv2bGhoaOD48eMIDw/HjBkz4OrqirKyMjx+/BgVFRUA6hKxyZMnIz09HbNnz4ahoSEOHDiAKVOmYOfOnfDy8qL3HxcXh8LCQsydOxd8Ph+//fYb5s2bJ1a135Dy8nKcOXMGR48exbNnz2Bubo4RI0Y0Ok9/cnIyhgwZIrJMUVER5ubmSE5Olvr9eTweLl68iMDAwHprW7Zt24a1a9dCWVkZPj4+mD9/PoyNjaXef0tTXV2NgoIC6OjoyHRa37y8PCxfvhxhYWFQV1fH9u3bMXHixCYf13FxcZgxYwb8/PywcOFCZGRk4PvvvwePx2tyTIGBgaisrMTRo0cxatQotG/fHkOGDMGAAQOkrtZPSUkBUPeo+Q9ZWVmBoiikpKRIrAVITk6GhYWF2OOwra2txRJzoC75KCoqgrGxMYYNG4ZJkyb9ax7m1VKQRKGVO3r0KEJCQvDxIzvevXuHkJAQHDlyRGbJQm1tLYC6k9/q1auhpqaGcePGSbWtQCBAbW0tampqcPfuXRw8eBBubm4wMDDAhg0bUFpaisOHD9MnT29vbwQGBiIyMhLz588HAHz33Xci++vatStiY2Nx7NgxzJ49m17H4/Ewa9YskU5V0dHRsLOzE7nb6tmzJ/3/69ev48WLFyLVob6+vggODsbmzZtFEoWysjKRqv+ysjIsWbIE2dnZMDQ0lPgZUBSF+/fv459//sHFixchLy+PXr16Yd68eejcubNUn2NpaSnU1dXFlqurq6OkpESqfQB1NRPFxcX1NjsMHDgQ3bp1g66uLhITE7FlyxaMGjUKJ06cgIaGhtTv0RLw+XxERERg//79qK6uhpKSEkaNGoVvvvlGJheb4uJirF+/AIFI8gAACsFJREFUHt7e3gAAd3d3+Pv7Iyoqij5mpTmut23bBiMjI2zevJmOW0FBAcuWLWtyTG3btsWYMWMwZswYJCUl4ejRo9i9ezfWr18PHx8fDB48GD169ICioqLEfQiPtY+PReHx0dCxWFpaKtLnQOjjY1hPTw9hYWFwcXEBi8XC1atXsX79euTk5HzS701IRhKFVozP52PmzJliSQIA+pG533//PQYMGNDsJ73Kykq6uQCoaxffsmUL2rdvL9X2q1evFuls17VrV/z8888AgNu3b8PT0xMaGhp0MiInJ4fOnTsjNjaW3iY5ORlr167F06dPUVBQQC9PS0sTe7+PR2M4ODhg//79WLlyJQIDA+Hi4iLSQe/Ro0dQVVUV2U5OTg69e/dGREQE+Hw+/RlzOByRuyVhv4DGEoWAgABkZWXB29sbP//8M4KCgr7Y3a3weJDWqVOnoKurS1/APvTHH3/Q/3d3d0enTp0wePBgREdHY/LkyV8kXlmJiIjAzp076dfV1dX062nTpjX7+7dt21bkM1ZXV4eXl5dI84M0x/Xz58/Ro0cPke95UFDQZ18wbWxs8MMPP2Du3LmIiYnB0aNHMXfuXKiqquLIkSMwMzNrcPuPjznhuaqxY1HS+g+X+/r6wtfXl37t4+ODNm3aICoqClOnToW+vn6D70FIjyQKrVhMTIxIc8PHKIpCRkYGYmJi0K1bt2aNRUlJCXv37gVFUUhLS8OaNWswf/58nDp1Sqov7Lhx49C/f38oKirCxMQEampq9LqioiI8e/ZMJBEREjZtlJeXY8KECdDW1saCBQtgbGyMNm3aYMmSJaipqRHZRllZWayj1uDBg1FRUYHo6Gjs2rULbdu2xcCBA+lhhaWlpdDV1RV7f11dXfB4PFRWVtJ3QR/fRQkTjo/j+JimpibevXuHsrIylJeXo6qqqsmJgrq6OkpLS8WWl5WVSezI+LGKigpcv34dISEhUiWYHA4HFhYWePXqVZNiZVp1dTX2799f77oDBw5gwoQJzd4MUV/1u46ODp0ESHtc5+Xl0bVtQpqampCX/zKneB6Ph9LSUpSXl4PP50NNTa3B0RMf1hx8+L0RHpv11XoJqaur4/3792LLJdWWfah3797YuXMn4uLiSKLwBZFEoRWr78v0OeU+h5ycHJycnAAAzs7OsLS0xNChQ7F582YsX7680e0NDQ3p7T+moaEBX19fzJw5U2ydsPrz2bNnyM7ORkREBDgcDr2+rKxM7C6+vrsVOTk5hIaGIjQ0FDk5OThz5gzWrFkDLS0tTJ8+HRoaGsjPzxfbLj8/HwoKCl9kvoejR48iPj4eR44cwYYNG7By5Up0794dAwcOhJ+fn1RDEK2srMT6InC5XKSnp4v1XZDk0qVLqKqqQr9+/aSOvTU+rb6goADV1dX1rquqqkJBQUGDI0y+hPo69RUUFEBPTw+A9Me1np6eSG0DUNesIayB+xQUReHx48c4duwYzp8/j9raWgQGBtJ9chqqFRD2TUhJSRFJUJOTk8FiscT6LnzIysoKd+7cEasFe/PmjdTJLvFlkVEPrZiRkdEXLfcldejQAX379sXRo0eRl5f3Wfvq0qULkpOTYWVlBScnJ5Ef4eQ/whP+hxfTJ0+e4N27d01+PwMDA0yYMAF2dnZ0p6xOnTqhoqICN2/epMsJBAKcP38ebm5uX6xph8PhYMmSJYiJicGff/6JqqoqfPfdd/Dz88Ovv/5KxyOJn58f7t27h6KiInrZpUuXwOVypZr8Cqgb7WBubg4XFxepysfFxSEtLU1iotdSNdRxUVlZWewOvTmUlZXh7t27Iq/v3btHf/bSHtfOzs64du2ayGinCxcufFJM+fn52LRpEwIDAzF69GgkJiZi3rx5uH37NlavXg1vb+9Gmw7MzMxgaWmJs2fPiiw/ffo0nJ2dGxzO6O/vj9LSUsTExNDL3r9/jydPnjR6DJ89exZsNhsODg5S/KaEtEiNQivm6+sLU1NTvHv3rt47OhaLBVNTU5F2PFmaNm0azpw5g6ioqM+aKW38+PE4deoUxowZg3HjxsHY2BiFhYV4/vw5DAwMMH78eLi6ukJFRQXLly/HlClTkJOTg02bNkndS3vZsmVQV1eHq6sr1NXV8eTJE8THx9Njtrt16wZnZ2fMnz8fs2fPhoGBAQ4ePIjU1NRm6TilqKiI3r17o3fv3sjJycHRo0dx7NgxAMDixYslbjdixAjs3bsX06ZNw7Rp01BQUIDff/8d/fr1E7kbW7RoEY4fP47Xr1+LbF9YWIi7d+9K7GsQGRmJjIwMeHh4QFtbG0lJSdi6dSsMDQ0xdOjQL/Cby46w4+KHfRSERo4cKZPRD5qamli8eDFmzJiBtm3bYvv27QCA0NBQAJD6uJ4yZQpCQkIwffp0jBw5EpmZmYiMjPykibBu3ryJ/fv3o3///ggJCZFq7oX6zJgxA7NmzYK5uTm6dOmCK1eu4Pbt29ixY4dIOQcHBwwcOBC//fYbAMDFxQXdunXD4sWLsWDBAqipqSE8PBwmJiYYNGgQvd3EiRPh5eUFW1tbAMCVK1cQHR2NcePG0TUyxJdBEoVWjM1mIzw8HCEhIWCxWCLJgjDjX79+PWNDhSwtLdG3b18cOHAA33zzTb09maWhpaWFQ4cOYf369Vi9ejWKi4uho6MDFxcXBAYGAqjrKxAeHo5Vq1Zh2rRpaN++PX766Sexk5Ikbm5uiI6OxuHDh1FVVQUzMzMsXLiQvvix2Wxs374dq1atwpo1a1BZWQk7OztERETUO3Phl2RgYIBvv/0W3377rVj18sfU1dURFRWFFStWICwsDEpKSggODhZL1AQCQb1zbZw7dw61tbUSmx0sLCxw8eJFnD17FhUVFdDS0oK/vz++//77RtuPWyLhKJcDBw6gqqoKysrKGDlyZKNzDXwpenp6mDt3LlatWoX09HTY2NggMjKSbteX9rh2cHBAeHg4Vq9eje+++w42NjZYt24dxo8fL/aejdUG9OjRA/369fvs2TZ79+6N6upqbN26FZGRkWjXrh3WrVsnNtkSn8+HQCAQWbZmzRr88ccfWL58OXg8Hjw9PbFx40aR5M3CwgJHjhxBdnY2BAIB2rdvj0WLFmHs2LGfFTchjkW1xsbFf4Hq6mqkpqbCwsLis+9c6ptHwczMDOvXr2dsHgWCaE2YmEdhwYIFePnyJU6fPi2T9wPqOu3a2NiIjFz5r/mS597/ClKj8C8wePBgDBgwADExMXj//j2MjIzg6+tLJh0hCCkpKSk1e8dFJuXl5eHevXtISEggNw9Ek5FE4V+CzWY3+xBIgiBapzNnzmDz5s3o06dPo7N7EsTHSNMDQ0j1F0EQhOyRc2/TkeGRBEEQBEFIRBIFgiAIgiAkIokCw0jLD0EQhOyQc27TkUSBIcIxypWVlQxHQhAE8d8hPOd+7jwR/yVk1AND2Gw2NDU1kZubCwBQUVFp0tP9CIIgCOlRFIXKykrk5uZCU1OTDB9vAjLqgUEURSE7OxvFxcVMh0IQBPGfoKmpCUNDQ3Jj1gQkUWgB+Hw+eDwe02EQBEH8qykoKJCahE9AEgWCIAiCICQinRkJgiAIgpCIJAoEQRAEQUhEEgWCIAiCICQiiQJBEARBEBKRRIEgCIIgCIlIokAQBEEQhEQkUSAIgiAIQqL/A34s8tyjtOxAAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 556.667x556.667 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "hkg.plot.plot_corr(adata[adata.obs.gse!='GSE86884',genes],r_pearson_lim=0.75, bbox_to_anchor=(.98, -.2), figsize=(8.35*2/3,8.35*2/3),color_threshold=.4, savefig={'fname':'./draft/FIG5A_correlation_distance.pdf', 'bbox_inches':'tight', 'format':'pdf', 'dpi':300})"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9a1697ae-b316-45d5-88f2-46c3755c03b2",
   "metadata": {},
   "source": [
    "## Calculate Arithmetic Average, Root Mean Square, Harmonic Mean and geometric mean.\n",
    "\n",
    "We based on pairs of high correlated genes on hierachical cluster on FIG 5A"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 175,
   "id": "1b1b6000-6a79-4215-ad9b-144e06ad1c26",
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy.stats.mstats import gmean, hmean"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 176,
   "id": "e2ab3f40-8970-4632-9a56-0848fda1af98",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_17258/3617067643.py:9: ImplicitModificationWarning: Setting element `.layers['rms_all']` of view, initializing view as actual.\n",
      "  adata_ml_corr.layers['rms_all'] = (adata_ml_corr.layers['arcsinh'].T - np.sqrt((np.square(adata_ml_corr[:,s].layers['arcsinh']).sum(axis=1))/len(s))).T\n"
     ]
    }
   ],
   "source": [
    "hkg_sets = [['AP2B1', 'CCNI', 'FBXO7', 'GUK1', 'UBB', 'UBXN6', 'VPS28', 'YBX3', 'MT-CO1'],\n",
    "            ['VPS28','MT-CO1'],['UBXN6','GUK1'],['FBXO7','CCNI'],\n",
    "            ['FBXO7','CCNI','YBX3'],['VPS28','MT-CO1','UBXN6','GUK1'],\n",
    "            ['UBB'],['AP2B1']]\n",
    "\n",
    "for i,s in enumerate(hkg_sets):\n",
    "    if len(s) >= 9:\n",
    "        # Root Mean Square (RMS)\n",
    "        adata_ml_corr.layers['rms_all'] = (adata_ml_corr.layers['arcsinh'].T - np.sqrt((np.square(adata_ml_corr[:,s].layers['arcsinh']).sum(axis=1))/len(s))).T\n",
    "        # Harmonic Mean (HM)\n",
    "        # adata_aux.layers['hm_all'] = (adata_aux.layers['arcsinh'].T - (len(s)/(1/adata_aux[:,s].layers['arcsinh']).sum(axis=1))).T\n",
    "        adata_ml_corr.layers['hm_all'] = (adata_ml_corr.layers['arcsinh'].T - hmean(adata_ml_corr[:,s].layers['arcsinh'],axis=1)).T\n",
    "        # Geometric Mean (GM)\n",
    "        adata_ml_corr.layers['gm_all'] = (adata_ml_corr.layers['arcsinh'].T - gmean(adata_ml_corr[:,s].layers['arcsinh'],axis=1)).T\n",
    "        # Arithimetic Mean\n",
    "        # adata_aux.obs['fs_mean_arcs'] = adata_aux[:,adata_aux.var.index.isin(s)].layers['arcsinh'].mean(axis=1).tolist()\n",
    "        adata_ml_corr.layers['am_all']= (adata_ml_corr.layers['arcsinh'].T - adata_ml_corr[:,adata_ml_corr.var.index.isin(s)].layers['arcsinh'].mean(axis=1)).T\n",
    "\n",
    "    elif len(s) >= 2:\n",
    "        # Root Mean Square (RMS)\n",
    "        adata_ml_corr.layers['rms_'+'_'.join(s)] = (adata_ml_corr.layers['arcsinh'].T - np.sqrt((np.square(adata_ml_corr[:,s].layers['arcsinh']).sum(axis=1))/len(s))).T\n",
    "        # Harmonic Mean (HA)\n",
    "        adata_ml_corr.layers['hm_'+'_'.join(s)] = (adata_ml_corr.layers['arcsinh'].T - hmean(adata_ml_corr[:,s].layers['arcsinh'],axis=1)).T\n",
    "        # Geometric Mean (GM)\n",
    "        adata_ml_corr.layers['gm_'+'_'.join(s)] = (adata_ml_corr.layers['arcsinh'].T - gmean(adata_ml_corr[:,s].layers['arcsinh'],axis=1)).T\n",
    "        # Arithimetic Mean\n",
    "        adata_ml_corr.layers['am_'+'_'.join(s)] = (adata_ml_corr.layers['arcsinh'].T - adata_ml_corr[:,s].layers['arcsinh'].mean(axis=1)).T\n",
    "    else:\n",
    "        adata_ml_corr.layers['diff_'+'_'.join(s)] = (adata_ml_corr.layers['arcsinh'] - adata_ml_corr[:,s].layers['arcsinh'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "099e791c-a2f6-424a-a472-0cb50c4d4bcd",
   "metadata": {},
   "source": [
    "## Boruta excluding features that can differetiate between 2 KMEANS clusters for the same label"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 359,
   "id": "5763e25b-7534-4f6e-8eb6-8789939bb3bd",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(array([0, 1], dtype=int32), array([167,  76]))\n",
      "(array([0, 1], dtype=int32), array([40, 95]))\n",
      "(array([0, 1], dtype=int32), array([45, 22]))\n",
      "(array([0, 1], dtype=int32), array([66, 20]))\n",
      "(array([0, 1], dtype=int32), array([16,  2]))\n"
     ]
    }
   ],
   "source": [
    "# for non-rejection\n",
    "clusterer_0 = KMeans(n_clusters=2, random_state=42).fit(adata_ml_corr[adata_ml_corr.obs.ar=='0',:].X)\n",
    "print(np.unique(clusterer_0.labels_, return_counts=True))\n",
    "adata_ml_corr.obs.loc[adata_ml_corr.obs.ar=='0', 'boruta_groups_0'] = clusterer_0.labels_\n",
    "\n",
    "# for rejection\n",
    "clusterer_1 = KMeans(n_clusters=2, random_state=42).fit(adata_ml_corr[adata_ml_corr.obs.ar=='1',:].X)\n",
    "print(np.unique(clusterer_1.labels_, return_counts=True))\n",
    "adata_ml_corr.obs.loc[adata_ml_corr.obs.ar=='1', 'boruta_groups_1'] = clusterer_1.labels_\n",
    "\n",
    "# for tcmr\n",
    "clusterer_1_tcmr = KMeans(n_clusters=2, random_state=42).fit(adata_ml_corr[adata_ml_corr.obs.tcmr=='1',:].X)\n",
    "print(np.unique(clusterer_1_tcmr.labels_, return_counts=True))\n",
    "adata_ml_corr.obs.loc[adata_ml_corr.obs.tcmr=='1', 'boruta_groups_1_tcmr'] = clusterer_1_tcmr.labels_\n",
    "\n",
    "# for abmrh\n",
    "clusterer_1_abmrh = KMeans(n_clusters=2, random_state=42).fit(adata_ml_corr[adata_ml_corr.obs.abmrh=='1',:].X)\n",
    "print(np.unique(clusterer_1_abmrh.labels_, return_counts=True))\n",
    "adata_ml_corr.obs.loc[adata_ml_corr.obs.abmrh=='1', 'boruta_groups_1_abmrh'] = clusterer_1_abmrh.labels_\n",
    "\n",
    "# for abmrh + tcmr\n",
    "clusterer_1_abmrh_tcmr = KMeans(n_clusters=2, random_state=42).fit(adata_ml_corr[(adata_ml_corr.obs.abmrh=='1') & (adata_ml_corr.obs.tcmr=='1'),:].X)\n",
    "print(np.unique(clusterer_1_abmrh_tcmr.labels_, return_counts=True))\n",
    "adata_ml_corr.obs.loc[(adata_ml_corr.obs.abmrh=='1') & (adata_ml_corr.obs.tcmr=='1'), 'boruta_groups_1_abmrh_tcmr'] = clusterer_1_abmrh_tcmr.labels_"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e1d5b9f5-cbce-457c-a9cc-f2ec3e50ac94",
   "metadata": {},
   "source": [
    "**We saved de AnnData to run several python scripts at same time**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 177,
   "id": "bf7653e3-eca1-481a-83bc-1dd878fbd74f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AnnData object with n_obs × n_vars = 378 × 161\n",
       "    obs: 'abmrh', 'tcmr', 'ar', 'gse', 'gse_time', 'gse_patient', 'louvain_group', 'UMAP_1', 'UMAP_2', 'outliers_hdbscan', 'type', 'boruta_groups_0', 'boruta_groups_1', 'boruta_groups_1_tcmr', 'boruta_groups_1_abmrh', 'boruta_groups_1_abmrh_tcmr'\n",
       "    var: 'equivalent'\n",
       "    layers: 'MRN', 'TMM', 'TPM', 'TPM1p', 'am_FBXO7_CCNI', 'am_FBXO7_CCNI_YBX3', 'am_UBXN6_GUK1', 'am_VPS28_MT-CO1', 'am_VPS28_MT-CO1_UBXN6_GUK1', 'am_all', 'arcsinh', 'count', 'diff_AP2B1', 'diff_UBB', 'gm_FBXO7_CCNI', 'gm_FBXO7_CCNI_YBX3', 'gm_UBXN6_GUK1', 'gm_VPS28_MT-CO1', 'gm_VPS28_MT-CO1_UBXN6_GUK1', 'gm_all', 'hm_FBXO7_CCNI', 'hm_FBXO7_CCNI_YBX3', 'hm_UBXN6_GUK1', 'hm_VPS28_MT-CO1', 'hm_VPS28_MT-CO1_UBXN6_GUK1', 'hm_all', 'rms_FBXO7_CCNI', 'rms_FBXO7_CCNI_YBX3', 'rms_UBXN6_GUK1', 'rms_VPS28_MT-CO1', 'rms_VPS28_MT-CO1_UBXN6_GUK1', 'rms_all', 'trns_expr'"
      ]
     },
     "execution_count": 177,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# adata_ml_corr.write_h5ad('./adata_corr_b.h5ad')\n",
    "adata_ml_corr = ad.read_h5ad('./adata_corr_b.h5ad')\n",
    "adata_ml_corr"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8ddae674-e6d9-48e0-b416-80f94006699b",
   "metadata": {},
   "source": [
    "**We ran python scripts separatly to run in fast way**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "id": "908afd3d-2a29-4a96-8318-5b7efe728690",
   "metadata": {},
   "outputs": [],
   "source": [
    "# run in bash or cmd:\n",
    "# python boruta_selection_between_groups_0.py\n",
    "# python boruta_selection_between_groups_1_abmrh.py\n",
    "# python boruta_selection_between_groups_1_tcmr.py"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 178,
   "id": "e05f6c0b-3623-41c6-a71d-ed50ab3a13cb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AnnData object with n_obs × n_vars = 378 × 161\n",
       "    obs: 'abmrh', 'tcmr', 'ar', 'gse', 'gse_time', 'gse_patient', 'louvain_group', 'UMAP_1', 'UMAP_2', 'outliers_hdbscan', 'type', 'boruta_groups_0', 'boruta_groups_1', 'boruta_groups_1_tcmr', 'boruta_groups_1_abmrh', 'boruta_groups_1_abmrh_tcmr'\n",
       "    var: 'equivalent'\n",
       "    layers: 'MRN', 'TMM', 'TPM', 'TPM1p', 'am_FBXO7_CCNI', 'am_FBXO7_CCNI_YBX3', 'am_UBXN6_GUK1', 'am_VPS28_MT-CO1', 'am_VPS28_MT-CO1_UBXN6_GUK1', 'am_all', 'arcsinh', 'count', 'diff_AP2B1', 'diff_UBB', 'gm_FBXO7_CCNI', 'gm_FBXO7_CCNI_YBX3', 'gm_UBXN6_GUK1', 'gm_VPS28_MT-CO1', 'gm_VPS28_MT-CO1_UBXN6_GUK1', 'gm_all', 'hm_FBXO7_CCNI', 'hm_FBXO7_CCNI_YBX3', 'hm_UBXN6_GUK1', 'hm_VPS28_MT-CO1', 'hm_VPS28_MT-CO1_UBXN6_GUK1', 'hm_all', 'rms_FBXO7_CCNI', 'rms_FBXO7_CCNI_YBX3', 'rms_UBXN6_GUK1', 'rms_VPS28_MT-CO1', 'rms_VPS28_MT-CO1_UBXN6_GUK1', 'rms_all', 'trns_expr'"
      ]
     },
     "execution_count": 178,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "adata_ml_corr"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eb8a3583-8455-4fc9-a064-75fed15ec94b",
   "metadata": {},
   "source": [
    "**Reading dictionaries of features that are important to split data os same class in different K-means clusters.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 179,
   "id": "b4ef12cf-6155-4d93-bcbc-706845d24ae8",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pickle"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 180,
   "id": "17e603ea-c950-4086-aadf-7775987d9949",
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('/mnt/d/housekeeping_genes/dict_boruta_groups_0.pkl', 'rb') as f:\n",
    "   boruta_sets_g_0 = pickle.load(f)\n",
    "\n",
    "with open('/mnt/d/housekeeping_genes/dict_boruta_groups_1_abmrh.pkl', 'rb') as f:\n",
    "   boruta_sets_g_abmrh = pickle.load(f)\n",
    "\n",
    "with open('/mnt/d/housekeeping_genes/dict_boruta_groups_1_tcmr.pkl', 'rb') as f:\n",
    "   boruta_sets_g_tcmr = pickle.load(f)\n",
    "\n",
    "fb_boruta_sets_g = dict()\n",
    "for k in boruta_sets_g_tcmr.keys():\n",
    "    aux = []\n",
    "    if k in boruta_sets_g_0.keys():\n",
    "        aux.extend([g for g in boruta_sets_g_0[k].keys()])\n",
    "\n",
    "    if k in boruta_sets_g_abmrh.keys():\n",
    "        aux.extend([g for g in boruta_sets_g_abmrh[k].keys()])\n",
    "\n",
    "    if k in boruta_sets_g_tcmr.keys():\n",
    "        aux.extend([g for g in boruta_sets_g_tcmr[k].keys()])\n",
    "        \n",
    "    fb_boruta_sets_g[k] = list(set(aux))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5d43df58-ff9b-4099-881f-077222d8fb59",
   "metadata": {},
   "source": [
    "# Modeling Naive model"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c01be12a-1669-4a54-9981-9ada09d45327",
   "metadata": {},
   "source": [
    "To evaluate the normalization methods, we trainned RF models with parameters that can induce to a overfitting model, to verify which noralization achieve the best metrics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 181,
   "id": "8d5cdfc5-5ff3-4fa8-ba39-299f47137cae",
   "metadata": {},
   "outputs": [],
   "source": [
    "class ColumnExtractor(object):\n",
    "    \"\"\"\n",
    "    A scikit-leraning based class to extract features of interest to train models\n",
    "    \"\"\"\n",
    "    def __init__(self, cols):\n",
    "        self.cols = cols\n",
    "    def transform(self, X):\n",
    "        return X[:,self.cols]\n",
    "    def fit(self, X, y=None):\n",
    "        return self"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bd7dfcba-cc0b-49fb-8c0a-25139a54c1b7",
   "metadata": {},
   "source": [
    "## TMM_adapted and MRN_adapted normalizations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 185,
   "id": "b28502fc-34e7-47a2-a75b-5b17bff6cf93",
   "metadata": {},
   "outputs": [],
   "source": [
    "nested_score_dict = dict()\n",
    "mkr = ['HOMER3','CD14','IFI27','ZEB2','IL18R1','DAAM2','GBP5','NKG7','PATL2','DGKH','SLAMF7']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 186,
   "id": "7e8afafd-6e64-48cd-a4f8-3a35c3d660ac",
   "metadata": {},
   "outputs": [],
   "source": [
    "n_jobs = 5\n",
    "scoring = {'Precision': make_scorer(precision_score,average='weighted', zero_division=0), \n",
    "           'Accuracy': make_scorer(accuracy_score),\n",
    "           'Recall': make_scorer(recall_score,average='weighted', zero_division=0),\n",
    "           'F1': make_scorer(f1_score,average='weighted', zero_division=0),\n",
    "           'AUC': make_scorer(roc_auc_score,average='weighted', multi_class=\"ovo\")\n",
    "          }\n",
    "\n",
    "transform_dict = {'TMM_adapted': hkg.pp.TMM_transformer(),\n",
    "                  'MRN_adapted': hkg.pp.MRN_transformer()\n",
    "                 }"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 187,
   "id": "f6b7b546-dbd5-477d-9539-0e5b28b7ba22",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TMM_adapted MRN_adapted 0.19171030124028524 min | 11.502618789672852 s\n"
     ]
    }
   ],
   "source": [
    "t1 = time.time()\n",
    "\n",
    "for trns in ['TMM_adapted','MRN_adapted']:        \n",
    "    gn_n = list(set(mkr).difference(set(fb_boruta_sets_g[trns.split('_')[0]]))) #Exclude features that can differentiate cluster within same label\n",
    "    gn = np.where(adata_ml_corr.var.index.isin(gn_n))[0]\n",
    "    \n",
    "    steps = [\n",
    "        ('sampling', RandomUnderSampler(random_state=random_state)),\n",
    "        ('transform', transform_dict[trns]),\n",
    "        ('featslc', ColumnExtractor( gn )),\n",
    "        ('classification', RandomForestClassifier(random_state=random_state, class_weight='balanced',\n",
    "                                                  n_estimators=100, criterion='gini',max_features=None,\n",
    "                                                  min_samples_split=2, min_samples_leaf=1,\n",
    "                                                  n_jobs=n_jobs))\n",
    "    ]\n",
    "\n",
    "    # Since MRN and TMM adapted depend on all genes to find normalization factors, we reproduce the dataset of GSE175718 without outliers\n",
    "    # and all genes used in original MRN and TMM.\n",
    "    X = adata[adata_ml_corr.obs.index, adata.var.index.isin(df_gens[df_gens.TranslationStatus=='ok'].GeneNames)].layers['count']\n",
    "    X = np.nan_to_num(X, posinf=0,neginf=0)\n",
    "    y = adata[adata_ml_corr.obs.index, adata.var.index.isin(df_gens[df_gens.TranslationStatus=='ok'].GeneNames)].obs.ar.astype(int).values\n",
    " \n",
    "    pipe = Pipeline(steps)\n",
    "    outer_cv = RepeatedStratifiedKFold(random_state=random_state, n_repeats=5)\n",
    "    nested_score = cross_validate(pipe, X=X, y=y, scoring=scoring, cv=outer_cv, return_train_score=True, return_estimator=True, error_score='raise')\n",
    "    nested_score_dict[trns] = nested_score\n",
    "    print(trns, end=' ')\n",
    "    \n",
    "print((time.time()-t1)/60,'min |',time.time()-t1,'s')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0f794340-9b56-4080-bc48-814379f6e413",
   "metadata": {},
   "source": [
    "## HM, AM, GM and RMS normalizations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 188,
   "id": "539a4165-066f-413d-9339-2a2e0eab5c76",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MRN | TMM | TPM | am_FBXO7_CCNI | am_FBXO7_CCNI_YBX3 | am_UBXN6_GUK1 | am_VPS28_MT-CO1 | am_VPS28_MT-CO1_UBXN6_GUK1 | am_all | arcsinh | diff_AP2B1 | diff_UBB | gm_FBXO7_CCNI | gm_FBXO7_CCNI_YBX3 | gm_UBXN6_GUK1 | gm_VPS28_MT-CO1 | gm_VPS28_MT-CO1_UBXN6_GUK1 | gm_all | hm_FBXO7_CCNI | hm_FBXO7_CCNI_YBX3 | hm_UBXN6_GUK1 | hm_VPS28_MT-CO1 | hm_VPS28_MT-CO1_UBXN6_GUK1 | hm_all | rms_FBXO7_CCNI | rms_FBXO7_CCNI_YBX3 | rms_UBXN6_GUK1 | rms_VPS28_MT-CO1 | rms_VPS28_MT-CO1_UBXN6_GUK1 | rms_all | 1.829232641061147 min | 109.75395941734314 s\n"
     ]
    }
   ],
   "source": [
    "t1 = time.time()\n",
    "\n",
    "for trns in adata_ml_corr.layers.keys():\n",
    "    if trns in ['count', 'trns_expr', 'TPM1p']:\n",
    "        continue\n",
    "        \n",
    "    gn_n = list(set(mkr).difference(set(fb_boruta_sets_g[trns])))\n",
    "    gn = np.where(adata_ml_corr[(adata_ml_corr.obs.outliers_hdbscan!=-1),:].var.index.isin(gn_n))[0]\n",
    "    \n",
    "    steps = [\n",
    "        ('sampling', RandomUnderSampler(random_state=random_state)),\n",
    "        ('featslc', ColumnExtractor( gn )),\n",
    "        ('classification', RandomForestClassifier(random_state=random_state, class_weight='balanced',\n",
    "                                                  n_estimators=100, criterion='gini',max_features=None,\n",
    "                                                  min_samples_split=2, min_samples_leaf=1,\n",
    "                                                  n_jobs=n_jobs))\n",
    "    ]\n",
    "\n",
    "    X = adata_ml_corr.layers[trns]\n",
    "    X = np.nan_to_num(X, posinf=0,neginf=0)\n",
    "    y = adata_ml_corr.obs.ar.astype(int).values\n",
    "  \n",
    "    pipe = Pipeline(steps)\n",
    "    outer_cv = RepeatedStratifiedKFold(random_state=random_state, n_repeats=5)\n",
    "    nested_score = cross_validate(pipe, X=X, y=y, scoring=scoring, cv=outer_cv, return_train_score=True, return_estimator=True, error_score='raise')\n",
    "    nested_score_dict[trns] = nested_score\n",
    "    print(trns, end=' | ')\n",
    "\n",
    "print((time.time()-t1)/60,'min |',time.time()-t1,'s')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 189,
   "id": "fa2c0d2b-e7e3-4e83-9438-a59fda01fb1b",
   "metadata": {},
   "outputs": [],
   "source": [
    "res_ml_test  = []\n",
    "res_ml_train = []\n",
    "\n",
    "for ns in nested_score_dict.keys():    \n",
    "    res_ml_test.append(ns.split('|') + nested_score_dict[ns]['test_AUC'].tolist())\n",
    "    res_ml_train.append(ns.split('|') + nested_score_dict[ns]['train_AUC'].tolist())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 190,
   "id": "2108cd78-334e-48b3-97ad-db16a59abc8d",
   "metadata": {},
   "outputs": [],
   "source": [
    "n=26\n",
    "res_ml_test = pd.DataFrame(res_ml_test)\n",
    "res_ml_test.columns = ['Norm'] + ['cv_ts'+str(i) for i in range(1,n)] \n",
    "\n",
    "res_ml_train = pd.DataFrame(res_ml_train)\n",
    "res_ml_train.columns = ['Norm'] + ['cv_tr'+str(i) for i in range(1,n)]\n",
    "\n",
    "res_ml_test['Mean_ts'] = res_ml_test[['cv_ts'+str(i) for i in range(1,n)]].mean(axis=1)\n",
    "res_ml_test['Median_ts'] = res_ml_test[['cv_ts'+str(i) for i in range(1,n)]].median(axis=1)\n",
    "res_ml_test['Std_ts'] = res_ml_test[['cv_ts'+str(i) for i in range(1,n)]].std(axis=1)\n",
    "res_ml_test['1/Std_ts'] = 1/res_ml_test[['cv_ts'+str(i) for i in range(1,n)]].std(axis=1)\n",
    "\n",
    "res_ml_train['Mean_tr'] = res_ml_train[['cv_tr'+str(i) for i in range(1,n)]].mean(axis=1)\n",
    "res_ml_train['Median_tr'] = res_ml_train[['cv_tr'+str(i) for i in range(1,n)]].median(axis=1)\n",
    "res_ml_train['Std_tr'] = res_ml_train[['cv_tr'+str(i) for i in range(1,n)]].std(axis=1)\n",
    "res_ml_train['1/Std_tr'] = 1/res_ml_train[['cv_tr'+str(i) for i in range(1,n)]].std(axis=1)\n",
    "\n",
    "res_ml = res_ml_train.merge(res_ml_test, on=['Norm'])\n",
    "res_ml['delta_ts_tr'] = res_ml.Median_tr - res_ml.Median_ts"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a2a3f204-67fd-4f42-96c4-6dcba0f27c09",
   "metadata": {},
   "source": [
    "### Read results from ML data leakage"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "b30da8e8-18f9-471e-8a87-4a58e205f95f",
   "metadata": {},
   "outputs": [],
   "source": [
    "# res_ml.to_csv('./draft/FIG5AC_data_leakage_ml.res.csv', index=False)\n",
    "# res_ml = pd.read_csv('./draft/FIG5AC_data_leakage_ml.res.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 198,
   "id": "9c33584f-3690-4add-9cb6-33c083dd7f84",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Norm</th>\n",
       "      <th>cv_tr1</th>\n",
       "      <th>cv_tr2</th>\n",
       "      <th>cv_tr3</th>\n",
       "      <th>cv_tr4</th>\n",
       "      <th>cv_tr5</th>\n",
       "      <th>cv_tr6</th>\n",
       "      <th>cv_tr7</th>\n",
       "      <th>cv_tr8</th>\n",
       "      <th>cv_tr9</th>\n",
       "      <th>...</th>\n",
       "      <th>cv_ts21</th>\n",
       "      <th>cv_ts22</th>\n",
       "      <th>cv_ts23</th>\n",
       "      <th>cv_ts24</th>\n",
       "      <th>cv_ts25</th>\n",
       "      <th>Mean_ts</th>\n",
       "      <th>Median_ts</th>\n",
       "      <th>Std_ts</th>\n",
       "      <th>1/Std_ts</th>\n",
       "      <th>delta_ts_tr</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>am_VPS28_MT-CO1</td>\n",
       "      <td>0.904639</td>\n",
       "      <td>0.925258</td>\n",
       "      <td>0.917526</td>\n",
       "      <td>0.920513</td>\n",
       "      <td>0.915385</td>\n",
       "      <td>0.894330</td>\n",
       "      <td>0.920103</td>\n",
       "      <td>0.920103</td>\n",
       "      <td>0.910256</td>\n",
       "      <td>...</td>\n",
       "      <td>0.659864</td>\n",
       "      <td>0.612623</td>\n",
       "      <td>0.686697</td>\n",
       "      <td>0.611111</td>\n",
       "      <td>0.682870</td>\n",
       "      <td>0.658360</td>\n",
       "      <td>0.651620</td>\n",
       "      <td>0.033424</td>\n",
       "      <td>29.918846</td>\n",
       "      <td>0.268483</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>hm_FBXO7_CCNI</td>\n",
       "      <td>0.904639</td>\n",
       "      <td>0.917526</td>\n",
       "      <td>0.920103</td>\n",
       "      <td>0.897436</td>\n",
       "      <td>0.920513</td>\n",
       "      <td>0.891753</td>\n",
       "      <td>0.891753</td>\n",
       "      <td>0.930412</td>\n",
       "      <td>0.910256</td>\n",
       "      <td>...</td>\n",
       "      <td>0.695011</td>\n",
       "      <td>0.649660</td>\n",
       "      <td>0.672714</td>\n",
       "      <td>0.503472</td>\n",
       "      <td>0.625000</td>\n",
       "      <td>0.641961</td>\n",
       "      <td>0.650463</td>\n",
       "      <td>0.049343</td>\n",
       "      <td>20.266126</td>\n",
       "      <td>0.259793</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>hm_all</td>\n",
       "      <td>0.907216</td>\n",
       "      <td>0.907216</td>\n",
       "      <td>0.917526</td>\n",
       "      <td>0.905128</td>\n",
       "      <td>0.925641</td>\n",
       "      <td>0.904639</td>\n",
       "      <td>0.886598</td>\n",
       "      <td>0.922680</td>\n",
       "      <td>0.910256</td>\n",
       "      <td>...</td>\n",
       "      <td>0.645881</td>\n",
       "      <td>0.659864</td>\n",
       "      <td>0.649660</td>\n",
       "      <td>0.511574</td>\n",
       "      <td>0.640046</td>\n",
       "      <td>0.639733</td>\n",
       "      <td>0.649660</td>\n",
       "      <td>0.046702</td>\n",
       "      <td>21.412238</td>\n",
       "      <td>0.265725</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>gm_VPS28_MT-CO1</td>\n",
       "      <td>0.899485</td>\n",
       "      <td>0.922680</td>\n",
       "      <td>0.917526</td>\n",
       "      <td>0.920513</td>\n",
       "      <td>0.923077</td>\n",
       "      <td>0.889175</td>\n",
       "      <td>0.902062</td>\n",
       "      <td>0.920103</td>\n",
       "      <td>0.912821</td>\n",
       "      <td>...</td>\n",
       "      <td>0.637566</td>\n",
       "      <td>0.641345</td>\n",
       "      <td>0.620937</td>\n",
       "      <td>0.563657</td>\n",
       "      <td>0.703704</td>\n",
       "      <td>0.656307</td>\n",
       "      <td>0.648148</td>\n",
       "      <td>0.041687</td>\n",
       "      <td>23.988071</td>\n",
       "      <td>0.271955</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>hm_VPS28_MT-CO1</td>\n",
       "      <td>0.896907</td>\n",
       "      <td>0.920103</td>\n",
       "      <td>0.909794</td>\n",
       "      <td>0.907692</td>\n",
       "      <td>0.930769</td>\n",
       "      <td>0.889175</td>\n",
       "      <td>0.904639</td>\n",
       "      <td>0.914948</td>\n",
       "      <td>0.917949</td>\n",
       "      <td>...</td>\n",
       "      <td>0.641345</td>\n",
       "      <td>0.641345</td>\n",
       "      <td>0.659864</td>\n",
       "      <td>0.571759</td>\n",
       "      <td>0.682870</td>\n",
       "      <td>0.647898</td>\n",
       "      <td>0.645833</td>\n",
       "      <td>0.041920</td>\n",
       "      <td>23.855128</td>\n",
       "      <td>0.274270</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>am_all</td>\n",
       "      <td>0.909794</td>\n",
       "      <td>0.909794</td>\n",
       "      <td>0.909794</td>\n",
       "      <td>0.910256</td>\n",
       "      <td>0.912821</td>\n",
       "      <td>0.912371</td>\n",
       "      <td>0.886598</td>\n",
       "      <td>0.930412</td>\n",
       "      <td>0.917949</td>\n",
       "      <td>...</td>\n",
       "      <td>0.635676</td>\n",
       "      <td>0.651550</td>\n",
       "      <td>0.657974</td>\n",
       "      <td>0.513889</td>\n",
       "      <td>0.640046</td>\n",
       "      <td>0.636917</td>\n",
       "      <td>0.645125</td>\n",
       "      <td>0.051689</td>\n",
       "      <td>19.346399</td>\n",
       "      <td>0.267696</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>gm_all</td>\n",
       "      <td>0.896907</td>\n",
       "      <td>0.914948</td>\n",
       "      <td>0.917526</td>\n",
       "      <td>0.910256</td>\n",
       "      <td>0.920513</td>\n",
       "      <td>0.909794</td>\n",
       "      <td>0.889175</td>\n",
       "      <td>0.917526</td>\n",
       "      <td>0.915385</td>\n",
       "      <td>...</td>\n",
       "      <td>0.596750</td>\n",
       "      <td>0.604308</td>\n",
       "      <td>0.666289</td>\n",
       "      <td>0.503472</td>\n",
       "      <td>0.640046</td>\n",
       "      <td>0.636492</td>\n",
       "      <td>0.640046</td>\n",
       "      <td>0.046543</td>\n",
       "      <td>21.485344</td>\n",
       "      <td>0.274902</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>am_FBXO7_CCNI</td>\n",
       "      <td>0.917526</td>\n",
       "      <td>0.909794</td>\n",
       "      <td>0.925258</td>\n",
       "      <td>0.910256</td>\n",
       "      <td>0.912821</td>\n",
       "      <td>0.894330</td>\n",
       "      <td>0.889175</td>\n",
       "      <td>0.930412</td>\n",
       "      <td>0.902564</td>\n",
       "      <td>...</td>\n",
       "      <td>0.656085</td>\n",
       "      <td>0.620937</td>\n",
       "      <td>0.682918</td>\n",
       "      <td>0.550926</td>\n",
       "      <td>0.653935</td>\n",
       "      <td>0.635971</td>\n",
       "      <td>0.637731</td>\n",
       "      <td>0.043975</td>\n",
       "      <td>22.739961</td>\n",
       "      <td>0.272525</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>arcsinh</td>\n",
       "      <td>0.912371</td>\n",
       "      <td>0.902062</td>\n",
       "      <td>0.925258</td>\n",
       "      <td>0.897436</td>\n",
       "      <td>0.920513</td>\n",
       "      <td>0.894330</td>\n",
       "      <td>0.917526</td>\n",
       "      <td>0.912371</td>\n",
       "      <td>0.920513</td>\n",
       "      <td>...</td>\n",
       "      <td>0.662509</td>\n",
       "      <td>0.592215</td>\n",
       "      <td>0.688587</td>\n",
       "      <td>0.493056</td>\n",
       "      <td>0.612269</td>\n",
       "      <td>0.621603</td>\n",
       "      <td>0.637566</td>\n",
       "      <td>0.054697</td>\n",
       "      <td>18.282550</td>\n",
       "      <td>0.277382</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>gm_FBXO7_CCNI_YBX3</td>\n",
       "      <td>0.907216</td>\n",
       "      <td>0.899485</td>\n",
       "      <td>0.917526</td>\n",
       "      <td>0.915385</td>\n",
       "      <td>0.912821</td>\n",
       "      <td>0.894330</td>\n",
       "      <td>0.891753</td>\n",
       "      <td>0.922680</td>\n",
       "      <td>0.907692</td>\n",
       "      <td>...</td>\n",
       "      <td>0.633787</td>\n",
       "      <td>0.567271</td>\n",
       "      <td>0.695011</td>\n",
       "      <td>0.545139</td>\n",
       "      <td>0.645833</td>\n",
       "      <td>0.626086</td>\n",
       "      <td>0.637566</td>\n",
       "      <td>0.049056</td>\n",
       "      <td>20.384731</td>\n",
       "      <td>0.270126</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10 rows × 60 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Norm    cv_tr1    cv_tr2    cv_tr3    cv_tr4    cv_tr5  \\\n",
       "8      am_VPS28_MT-CO1  0.904639  0.925258  0.917526  0.920513  0.915385   \n",
       "20       hm_FBXO7_CCNI  0.904639  0.917526  0.920103  0.897436  0.920513   \n",
       "25              hm_all  0.907216  0.907216  0.917526  0.905128  0.925641   \n",
       "17     gm_VPS28_MT-CO1  0.899485  0.922680  0.917526  0.920513  0.923077   \n",
       "23     hm_VPS28_MT-CO1  0.896907  0.920103  0.909794  0.907692  0.930769   \n",
       "10              am_all  0.909794  0.909794  0.909794  0.910256  0.912821   \n",
       "19              gm_all  0.896907  0.914948  0.917526  0.910256  0.920513   \n",
       "5        am_FBXO7_CCNI  0.917526  0.909794  0.925258  0.910256  0.912821   \n",
       "11             arcsinh  0.912371  0.902062  0.925258  0.897436  0.920513   \n",
       "15  gm_FBXO7_CCNI_YBX3  0.907216  0.899485  0.917526  0.915385  0.912821   \n",
       "\n",
       "      cv_tr6    cv_tr7    cv_tr8    cv_tr9  ...   cv_ts21   cv_ts22   cv_ts23  \\\n",
       "8   0.894330  0.920103  0.920103  0.910256  ...  0.659864  0.612623  0.686697   \n",
       "20  0.891753  0.891753  0.930412  0.910256  ...  0.695011  0.649660  0.672714   \n",
       "25  0.904639  0.886598  0.922680  0.910256  ...  0.645881  0.659864  0.649660   \n",
       "17  0.889175  0.902062  0.920103  0.912821  ...  0.637566  0.641345  0.620937   \n",
       "23  0.889175  0.904639  0.914948  0.917949  ...  0.641345  0.641345  0.659864   \n",
       "10  0.912371  0.886598  0.930412  0.917949  ...  0.635676  0.651550  0.657974   \n",
       "19  0.909794  0.889175  0.917526  0.915385  ...  0.596750  0.604308  0.666289   \n",
       "5   0.894330  0.889175  0.930412  0.902564  ...  0.656085  0.620937  0.682918   \n",
       "11  0.894330  0.917526  0.912371  0.920513  ...  0.662509  0.592215  0.688587   \n",
       "15  0.894330  0.891753  0.922680  0.907692  ...  0.633787  0.567271  0.695011   \n",
       "\n",
       "     cv_ts24   cv_ts25   Mean_ts  Median_ts    Std_ts   1/Std_ts  delta_ts_tr  \n",
       "8   0.611111  0.682870  0.658360   0.651620  0.033424  29.918846     0.268483  \n",
       "20  0.503472  0.625000  0.641961   0.650463  0.049343  20.266126     0.259793  \n",
       "25  0.511574  0.640046  0.639733   0.649660  0.046702  21.412238     0.265725  \n",
       "17  0.563657  0.703704  0.656307   0.648148  0.041687  23.988071     0.271955  \n",
       "23  0.571759  0.682870  0.647898   0.645833  0.041920  23.855128     0.274270  \n",
       "10  0.513889  0.640046  0.636917   0.645125  0.051689  19.346399     0.267696  \n",
       "19  0.503472  0.640046  0.636492   0.640046  0.046543  21.485344     0.274902  \n",
       "5   0.550926  0.653935  0.635971   0.637731  0.043975  22.739961     0.272525  \n",
       "11  0.493056  0.612269  0.621603   0.637566  0.054697  18.282550     0.277382  \n",
       "15  0.545139  0.645833  0.626086   0.637566  0.049056  20.384731     0.270126  \n",
       "\n",
       "[10 rows x 60 columns]"
      ]
     },
     "execution_count": 198,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "res_ml[(res_ml.Mean_ts>=.45)].sort_values(['Median_ts','Median_tr'], ascending=False).head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 192,
   "id": "0e340fb9-9094-4122-8aca-1c79dbfa3728",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Norm</th>\n",
       "      <th>cv_tr1</th>\n",
       "      <th>cv_tr2</th>\n",
       "      <th>cv_tr3</th>\n",
       "      <th>cv_tr4</th>\n",
       "      <th>cv_tr5</th>\n",
       "      <th>cv_tr6</th>\n",
       "      <th>cv_tr7</th>\n",
       "      <th>cv_tr8</th>\n",
       "      <th>cv_tr9</th>\n",
       "      <th>...</th>\n",
       "      <th>cv_ts21</th>\n",
       "      <th>cv_ts22</th>\n",
       "      <th>cv_ts23</th>\n",
       "      <th>cv_ts24</th>\n",
       "      <th>cv_ts25</th>\n",
       "      <th>Mean_ts</th>\n",
       "      <th>Median_ts</th>\n",
       "      <th>Std_ts</th>\n",
       "      <th>1/Std_ts</th>\n",
       "      <th>delta_ts_tr</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>MRN</td>\n",
       "      <td>0.922680</td>\n",
       "      <td>0.925258</td>\n",
       "      <td>0.914948</td>\n",
       "      <td>0.917949</td>\n",
       "      <td>0.917949</td>\n",
       "      <td>0.894330</td>\n",
       "      <td>0.909794</td>\n",
       "      <td>0.932990</td>\n",
       "      <td>0.907692</td>\n",
       "      <td>...</td>\n",
       "      <td>0.647770</td>\n",
       "      <td>0.511716</td>\n",
       "      <td>0.666289</td>\n",
       "      <td>0.524306</td>\n",
       "      <td>0.612269</td>\n",
       "      <td>0.620962</td>\n",
       "      <td>0.612623</td>\n",
       "      <td>0.052374</td>\n",
       "      <td>19.093468</td>\n",
       "      <td>0.305326</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>TMM</td>\n",
       "      <td>0.914948</td>\n",
       "      <td>0.912371</td>\n",
       "      <td>0.932990</td>\n",
       "      <td>0.915385</td>\n",
       "      <td>0.894872</td>\n",
       "      <td>0.902062</td>\n",
       "      <td>0.912371</td>\n",
       "      <td>0.909794</td>\n",
       "      <td>0.917949</td>\n",
       "      <td>...</td>\n",
       "      <td>0.626606</td>\n",
       "      <td>0.558957</td>\n",
       "      <td>0.555178</td>\n",
       "      <td>0.550926</td>\n",
       "      <td>0.614583</td>\n",
       "      <td>0.588319</td>\n",
       "      <td>0.590325</td>\n",
       "      <td>0.036296</td>\n",
       "      <td>27.551015</td>\n",
       "      <td>0.324623</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>MRN_adapted</td>\n",
       "      <td>0.912371</td>\n",
       "      <td>0.905689</td>\n",
       "      <td>0.864977</td>\n",
       "      <td>0.847080</td>\n",
       "      <td>0.804915</td>\n",
       "      <td>0.886598</td>\n",
       "      <td>0.827892</td>\n",
       "      <td>0.884021</td>\n",
       "      <td>0.850214</td>\n",
       "      <td>...</td>\n",
       "      <td>0.539305</td>\n",
       "      <td>0.514361</td>\n",
       "      <td>0.411565</td>\n",
       "      <td>0.545139</td>\n",
       "      <td>0.532407</td>\n",
       "      <td>0.521513</td>\n",
       "      <td>0.532880</td>\n",
       "      <td>0.059902</td>\n",
       "      <td>16.693889</td>\n",
       "      <td>0.345986</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>TMM_adapted</td>\n",
       "      <td>0.904639</td>\n",
       "      <td>0.894330</td>\n",
       "      <td>0.891753</td>\n",
       "      <td>0.874858</td>\n",
       "      <td>0.910256</td>\n",
       "      <td>0.902062</td>\n",
       "      <td>0.889700</td>\n",
       "      <td>0.881443</td>\n",
       "      <td>0.879986</td>\n",
       "      <td>...</td>\n",
       "      <td>0.528345</td>\n",
       "      <td>0.467120</td>\n",
       "      <td>0.438398</td>\n",
       "      <td>0.440972</td>\n",
       "      <td>0.480324</td>\n",
       "      <td>0.502909</td>\n",
       "      <td>0.500378</td>\n",
       "      <td>0.052421</td>\n",
       "      <td>19.076153</td>\n",
       "      <td>0.392428</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4 rows × 60 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          Norm    cv_tr1    cv_tr2    cv_tr3    cv_tr4    cv_tr5    cv_tr6  \\\n",
       "2          MRN  0.922680  0.925258  0.914948  0.917949  0.917949  0.894330   \n",
       "3          TMM  0.914948  0.912371  0.932990  0.915385  0.894872  0.902062   \n",
       "1  MRN_adapted  0.912371  0.905689  0.864977  0.847080  0.804915  0.886598   \n",
       "0  TMM_adapted  0.904639  0.894330  0.891753  0.874858  0.910256  0.902062   \n",
       "\n",
       "     cv_tr7    cv_tr8    cv_tr9  ...   cv_ts21   cv_ts22   cv_ts23   cv_ts24  \\\n",
       "2  0.909794  0.932990  0.907692  ...  0.647770  0.511716  0.666289  0.524306   \n",
       "3  0.912371  0.909794  0.917949  ...  0.626606  0.558957  0.555178  0.550926   \n",
       "1  0.827892  0.884021  0.850214  ...  0.539305  0.514361  0.411565  0.545139   \n",
       "0  0.889700  0.881443  0.879986  ...  0.528345  0.467120  0.438398  0.440972   \n",
       "\n",
       "    cv_ts25   Mean_ts  Median_ts    Std_ts   1/Std_ts  delta_ts_tr  \n",
       "2  0.612269  0.620962   0.612623  0.052374  19.093468     0.305326  \n",
       "3  0.614583  0.588319   0.590325  0.036296  27.551015     0.324623  \n",
       "1  0.532407  0.521513   0.532880  0.059902  16.693889     0.345986  \n",
       "0  0.480324  0.502909   0.500378  0.052421  19.076153     0.392428  \n",
       "\n",
       "[4 rows x 60 columns]"
      ]
     },
     "execution_count": 192,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "res_ml[(res_ml.Norm.isin(['MRN','TMM','TMM_adapted','MRN_adapted']))].sort_values(['Median_ts','Median_tr'], ascending=False).head(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 193,
   "id": "9d4c32c5-401d-42b6-b719-36135aa09c3f",
   "metadata": {},
   "outputs": [],
   "source": [
    "res_ml_melt = res_ml.set_index('Norm')[[c for c in res_ml.columns if 'cv' in c]].melt(ignore_index=False).reset_index()\n",
    "res_ml_melt['variable'] = np.where(res_ml_melt.variable.str.contains('tr'), 'Train', 'Test')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 194,
   "id": "5cc3bfe9-b6d2-427d-af18-272e83fc126f",
   "metadata": {},
   "outputs": [],
   "source": [
    "res_diff = pd.DataFrame(res_ml.set_index('Norm')[[c for c in res_ml.columns if 'cv_tr' in c]].values - res_ml.set_index('Norm')[[c for c in res_ml.columns if 'cv_ts' in c]].values, index=res_ml.Norm).melt(ignore_index=False).reset_index()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7dc115a2-b541-4143-a5a9-c251abaa2596",
   "metadata": {},
   "source": [
    "## FIG 5B-E: comparing Data Leakage between normalization methods"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 196,
   "id": "39519a51-b0df-4276-a6db-502246839bc2",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/mnt/d/hkg_wsl_env/lib/python3.12/site-packages/scipy/stats/_morestats.py:4088: UserWarning: Exact p-value calculation does not work if there are zeros. Switching to normal approximation.\n",
      "  warnings.warn(\"Exact p-value calculation does not work if there are \"\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1670x1113.33 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8.35*2, 8.35*4/3))\n",
    "\n",
    "ax_tt = fig.add_subplot(231)\n",
    "ax_tr_hm = fig.add_subplot(233)\n",
    "ax_ts_hm = fig.add_subplot(232)\n",
    "ax_diff = fig.add_subplot(234)\n",
    "ax_diff_hm = fig.add_subplot(235)\n",
    "\n",
    "x='Norm'\n",
    "y='value'\n",
    "# order=['pair_arcs_VPS28_MT-CO1_diff','TPM','arcsinh','MRN','MRN_transformer','TMM','TMM_transformer']\n",
    "order=['am_VPS28_MT-CO1','hm_FBXO7_CCNI','hm_all','TPM','arcsinh','MRN','MRN_adapted','TMM','TMM_adapted']#[::-1]\n",
    "hue='variable'\n",
    "hue_order=['Train','Test']\n",
    "\n",
    "data = res_ml_melt[res_ml_melt.Norm.isin(order)]\n",
    "data_2 = res_diff[res_diff.Norm.isin(order)]\n",
    "\n",
    "sns.stripplot(x=x, y=y, order=order, hue=hue, hue_order=hue_order, color='black', s=2, dodge=True, data=data, ax=ax_tt)\n",
    "sns.boxplot(x=x, y=y, order=order, hue=hue, hue_order=hue_order, fliersize=0, data=data, ax=ax_tt)\n",
    "ax_tt.set_xticklabels([])\n",
    "ax_tt.set_ylabel('Area under the ROC Curve')\n",
    "ax_tt.set_xlabel('')\n",
    "ax_tt.set_ylim([0,1])\n",
    "\n",
    "handles, labels = ax_tt.get_legend_handles_labels()\n",
    "ax_tt.legend(handles=np.array(handles)[-2:].tolist(), labels=np.array(labels)[-2:].tolist(), ncol=1)\n",
    "\n",
    "pairs = list(itertools.combinations(order,2))\n",
    "p_tr = []\n",
    "p_ts = []\n",
    "p_diff = []\n",
    "for p in pairs:\n",
    "    p_tr.append(wilcoxon(data[(data.variable=='Train') & (data.Norm==p[0])].value.values, data[(data.variable=='Train') & (data.Norm==p[1])].value.values).pvalue)\n",
    "    p_ts.append(wilcoxon(data[(data.variable=='Test') & (data.Norm==p[0])].value.values, data[(data.variable=='Test') & (data.Norm==p[1])].value.values).pvalue)\n",
    "    p_diff.append(wilcoxon(data_2[(data_2.Norm==p[0])].value.values, data_2[(data_2.Norm==p[1])].value.values).pvalue)\n",
    "\n",
    "p_tr = false_discovery_control(p_tr)\n",
    "p_ts = false_discovery_control(p_ts)\n",
    "p_diff = false_discovery_control(p_diff)\n",
    "\n",
    "df_p_tr = pd.DataFrame(pairs)\n",
    "df_p_tr = pd.concat([ pd.DataFrame(pairs), pd.DataFrame([(p[1],p[0]) for p in pairs])])\n",
    "df_p_tr['adj_pv'] = np.concatenate([p_tr, p_tr])\n",
    "df_p_tr = df_p_tr.pivot(columns=0, index=1, values='adj_pv').fillna(1)\n",
    "sns.heatmap((df_p_tr.loc[order,order]<=0.05).astype(int), cmap=['black', '#1f77b4'],mask=np.tril(df_p_tr), alpha=.95, square=True, linecolor='white', linewidths=.1, cbar=False, ax=ax_tr_hm)\n",
    "# ax_tr_hm.set_yticklabels([])\n",
    "ax_tr_hm.set_ylabel('')\n",
    "ax_tr_hm.set_xlabel('')\n",
    "ax_tr_hm.grid(False)\n",
    "ax_tr_hm.set_xticklabels([])\n",
    "ax_tr_hm.yaxis.tick_right()\n",
    "ax_tr_hm.set_yticklabels(ax_tr_hm.get_yticklabels(), rotation=0)\n",
    "\n",
    "df_p_ts = pd.DataFrame(pairs)\n",
    "df_p_ts = pd.concat([ pd.DataFrame(pairs), pd.DataFrame([(p[1],p[0]) for p in pairs])])\n",
    "df_p_ts['adj_pv'] = np.concatenate([p_ts, p_ts])\n",
    "df_p_ts = df_p_ts.pivot(columns=0, index=1, values='adj_pv').fillna(1)\n",
    "sns.heatmap((df_p_ts.loc[order,order]<=0.05).astype(int), cmap=['black', '#ff7f0e'],mask=np.triu(df_p_ts, k=0), alpha=.95, square=True, linecolor='white', linewidths=.1, cbar=False, ax=ax_ts_hm)\n",
    "# \n",
    "# ax_ts_hm.yaxis.tick_right()\n",
    "# ax_ts_hm.set_yticklabels(ax_ts_hm.get_yticklabels(), rotation=0)\n",
    "ax_ts_hm.set_ylabel('')\n",
    "ax_ts_hm.set_xlabel('')\n",
    "ax_ts_hm.set_xticklabels([])\n",
    "ax_ts_hm.set_yticklabels([])\n",
    "ax_ts_hm.grid(False)\n",
    "\n",
    "\n",
    "sns.stripplot(x=x, y=y, order=order, color='black', s=2, dodge=True, data=data_2, ax=ax_diff)\n",
    "sns.boxplot(x=x, y=y, order=order, color='#8c564b', width=.5, data=data_2, ax=ax_diff)\n",
    "ax_diff.set_ylabel('Difference Train/Test Area under the ROC Curve')\n",
    "ax_diff.set_xlabel('')\n",
    "ax_diff.set_xticklabels(ax_diff.get_xticklabels(), rotation=90)\n",
    "ax_diff.set_ylim([0,1])\n",
    "\n",
    "# annot_diff = Annotator(ax_diff, list(itertools.product(['pair_arcs_VPS28_MT-CO1_diff'],df_p_diff[df_p_diff['pair_arcs_VPS28_MT-CO1_diff']<1]['pair_arcs_VPS28_MT-CO1_diff'].sort_values().index)),\n",
    "#                        data=res_diff, x=x, y=y, order=order)\n",
    "# annot_diff.configure(test=None, text_format='star', loc='inside', verbose=0)\n",
    "# annot_diff.set_pvalues(df_p_diff[df_p_diff['pair_arcs_VPS28_MT-CO1_diff']<1]['pair_arcs_VPS28_MT-CO1_diff'].sort_values().values)\n",
    "# annot_diff.annotate()\n",
    "\n",
    "df_p_diff = pd.DataFrame(pairs)\n",
    "df_p_diff = pd.concat([ pd.DataFrame(pairs), pd.DataFrame([(p[1],p[0]) for p in pairs])])\n",
    "df_p_diff['adj_pv'] = np.concatenate([p_diff, p_diff])\n",
    "df_p_diff = df_p_diff.pivot(columns=0, index=1, values='adj_pv').fillna(1)\n",
    "\n",
    "sns.heatmap((df_p_diff.loc[order,order]<=0.05).astype(int), cmap=['black', '#8c564b'],mask=np.triu(df_p_diff), alpha=.95, square=True, linecolor='white', linewidths=.1, cbar=False, ax=ax_diff_hm)\n",
    "# ax_diff_hm.set_yticklabels([])\n",
    "ax_diff_hm.yaxis.tick_right()\n",
    "ax_diff_hm.set_yticklabels(ax_diff_hm.get_yticklabels(), rotation=0)\n",
    "ax_diff_hm.set_ylabel('')\n",
    "ax_diff_hm.set_xlabel('')\n",
    "ax_diff_hm.grid(False)\n",
    "    \n",
    "# fig.tight_layout()\n",
    "fig.savefig('./draft/FIG5BCDE_data_leakage.pdf', bbox_inches='tight', format='pdf', dpi=300)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 199,
   "id": "62d0d26e-e445-4923-85b7-3d1934f967e7",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/mnt/d/hkg_wsl_env/lib/python3.12/site-packages/scipy/stats/_morestats.py:4088: UserWarning: Exact p-value calculation does not work if there are zeros. Switching to normal approximation.\n",
      "  warnings.warn(\"Exact p-value calculation does not work if there are \"\n"
     ]
    },
    {
     "data": {
      "image/png": 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SEGILMqwM1N6aoCgVSqnaxKgq2qqiRas1Qs3aszVahLRWUSOJIrYSIwQxEknITu7vj/xyvq4kJHIjCe/n45GH3M/53Pd5n3OHm3Pf533MzHQSy8zMrFBtm662S5exClscXcZ6U+PoMlZhjBMTE5PnOBmx5LiqEOJNM3HiRLZt25bt8tWrV+Pp6fkaM8p/CxYsYP78+dkunz59Ol26dHmNGQkhhBBCCCGEEEIUHjkqTj548CB///03v/32G3v27OHPP//E1taWzp0706pVq/zOUQghhBBCCFHIOTg44O7urnROLlGiBKVLlyYxMZF27drh4OCQp/gPHjygZ8+eJCUl8eDBA8zMzLC0tNRR9kKIwm7xkI/ydP/hK34FoGzZsnnOJePEi7zGyohTWLZNV9uly1iFLU5hzKmwxSmMORW2OM/GEkKIN8nw4cPp1atXtssrVqz4GrN5Pbp3706zZs2yXa6L/zOEEEIIIYQQQgghiqocFScbGBjQqlUrWrVqxf3799m6dSvbtm1j4cKFLFq0CJVKxcmTJ6lVqxZGRkb5nbMQQgghhBCikFGpVPj6+tK3b1/ldvXq1TEwMODLL7/Mc3fAbdu2sXfvXuV2bGwsoaGhuLi45CmuEEIIIYQQQoi8K1u27FtXjGtra4utrW1BpyGEEEIIIYQQQghRKOnl9g42NjYMHjyYP//8k1WrVuHt7Y2xsTGzZ8+mcePGzJw5Mz/yFEIIIYQQQhRy9vb2+Pj4KIXIKpUKHx8f7O3t8xy7Xbt2uLq6UrNmTYyNjbG2tqZChQp5jiuEEEIIIYQQ4vXo0KGDckJrVn744QdcXV158uQJt2/fxtHRUflxdXXFy8uLX375heTkZOU+UVFRfPfdd7Rp0wYXFxcaNGiAj48PK1euVOZcv36dqVOn8u6771K7dm2aN2/OxIkTefDgQaYcgoOD6d27N+7u7nh6etKvXz/OnDmTq+3MyHnDhg2Zlp05c0ZZfvbsWQIDA7W2M7uf27dvZ7u+q1evMm7cOJo0aYKzszP169dn2LBhBAcHZ5q7a9cuevXqRd26dalduzZdunRhw4YNpKWlac2LjIxk2rRpdOvWDWdnZ+rUqZOrfQAoj2FAQECmZZGRkTg6OrJ161ZlrHfv3lrb7ObmRo8ePTh06JDWfRcvXoyzszOhoaFa40+fPqVp06YMHTo0U8w5c+ZkyqF3794MGjQo0/iJEyfo06cPderUoV69evj4+HD9+vVcbXtcXByLFi3ivffeo06dOri4uNC2bVu+/fZbbt68qcx7lX30fM7x8fH07t0bNzc3zp49C8CRI0f49NNPadWqFY6OjkyZMiVX+QshhBBCCCGEELqQo87J2fH09MTT05MnT56wfft2Nm/ezMqVK/n88891lZ8QQgghhBCiCOnZsycBAQE8fPgQa2trfHx8dBLXwcGBkJAQ4uPj8fLyAtKv8CKEEEIIIYQQomjo0KEDs2fP5sGDB5QqVUprmUajYdeuXTRr1gxTU1MeP34MwJgxY/D09CQuLo6//vqL77//nqioKMaOHUtycjJ9+vThyZMnDBw4kEqVKvHw4UNOnjzJgQMHlELoI0eOEBQURPfu3alRowb37t1j/vz5fPDBB+zYsYPixYsDcOXKFfr374+HhwezZs0iNTWVJUuW0LdvX7Zv356rztDFihVj586dmf4m3rFjB8WKFSMuLg4AJycnNm3apCw/f/48U6ZMYfr06VSqVEkZt7GxyXI9Bw4cYOTIkVSqVAlfX1/Kly/P48eP2bdvHx999BF79uxRThiePn06K1eupGPHjgwcOBBDQ0P279/P1KlTCQwMZPbs2crJxhEREezatQtXV1ecnZ25fPlyjrc9L+rWrat8xxgdHc2GDRsYOnQov/76KzVr1gTg448/ZseOHUyePJk1a9Yo950zZw4xMTF89dVXmeKuWbOGfv36UbJkyReu/8iRIwwaNIju3bszePBgkpOTCQkJITExMcfbEBkZyUcffcSdO3f48MMPcXNzw9DQkKtXr/Lbb7+xY8cOjh8/nuN4L5KQkMDgwYO5cOECK1asUK4udejQIS5evIi7uzvR0dE6WZcQQgghhBBCCJFbOvk239TUlJ49e9KzZ8/XdoBCCCGEEEIIUfio1WpGjRqFn58fI0aMQK1WF3RKQgghhBBCCCEKAW9vb3766Sd27drFRx99pLXs33//5c6dO3zxxRda4+XLl6d27doANGzYkOvXr7Nu3TrGjh1LUFAQ//33H2vXrsXd3V25j5eXl1Yn4HfffZdevXophbeQ3t24U6dO/PXXX3Tu3BmAPXv2ADB//nzlb1lXV1feeecdDh06RM+ePXO8rS1btmTnzp3cvXuX0qVLA5CWlsbu3btp1aoV27dvB9K/X8vYPkApgq1atapSaJqdhw8f8tlnn1GrVi1++eUXjIyMlGWtW7emR48emJiYAOlFzCtXrmTAgAGMHTtWmdewYUMqVarEN998g6enp1JM7ejoyNGjRwHw8/N7bd/9lShRQmt/NGjQADc3N/bv368UJxsaGjJ58mQ+/PBDtm7dSpcuXTh37hzr1q3js88+U/Z3hlq1anHlyhVWrVqFr69vtutOSUnhyy+/5OOPP2bMmDHKeNOmTXO1DZMnT+b27dv8+uuvVK1aVRmvX78+PXv25Ndff81VvOwkJiYydOhQzp49y/Lly3F1dVWWff7550yYMAGAwMBAnaxPCCGEEEIIIYTILT1dB3R0dNR1SCGEEEIIIUQR0rBhQzZs2EDDhg0LOhUhhBBCCCGEEM85deoUgwcPplGjRtSuXZtOnTrx+++/K8sDAwNxdHTk0KFDjBgxgjp16tC0aVP++OMPAFavXk2zZs1wd3fniy++ICkpKUfrLVOmDHXr1sXf3z/Tsh07dlCiRAmaNGnywhhOTk7ExcURGRlJTEwMQKYuzAB6ev/7+svS0lKrMBnSv8vS19fn/v37ylhKSgqGhoYYGxsrY6ampujp6aHRaHK0jRlq1KhB5cqVtbb1+PHjREdH07Zt21zFys6vv/5KbGwsX3zxhVZhcobatWtjaWkJwMqVKzEzM2Pw4MGZ5n3wwQc4ODiwYsUKZezZ/VeQjIyMMDQ0JCUlRWvczc2NLl26MHPmTB49esSkSZOoWrUqffr0yRTDwsICHx8fVq9erTxnsnLkyBHu3LlDr169Xjnf8PBw/vrrL3x8fLQKkzPo6enRo0ePV46fISkpiWHDhnHq1CmWLVumVdCdsR4hhBBCCCGEEKKgyV+nQgghhBBCCCGEEEIIIYQQb4k7d+5Qt25dvv32WxYuXEibNm348ssvtQqUAb755htq1KjB/PnzqV27NuPHj+eHH37gn3/+4ZtvvmHkyJH88ccfLF++PMfr7tChAyEhIdy6dUsZS0lJ4c8//6Rt27ZZFtk+6/bt2xgZGWFubk7NmjXR09Pjyy+/5NixYzkukob0Au3U1FQqV66slVtaWho//vgjkZGRPHjwgG+//RZLS0vat2+f49gZvLy82Llzp3J7x44dNGnSBDMzs1zHykpQUBC2trZUr179hfNSUlI4efIk9evXx9TUNNNyfX19mjdvzs2bN4mIiNBJbq9Ko9GQkpJCSkoKkZGRzJ49m4SEBFq1apVp7meffYZKpaJbt25cvHiRKVOmoK+vn2Xc/v37k5KSwqpVq7Jdd0hICObm5pw9e5a2bdtSs2ZN2rdvz65du3Kcf3BwMBqNhkaNGuX4PrmVnJzMiBEj+Pfff1m6dCl169bNt3UJIYQQQgghhBB5YVDQCQghhBBCCCGEEEIIIYQQQoica9my5QuX79u3L9tlXl5eyu8ajQZ3d3ciIiLYuHEj7733nrKsffv2DB06FABXV1f27NmDv78/f/31l1JEHBQUREBAQJYdebPSrl07vv32W3bu3MmQIUOA9I61UVFRdOjQIdP8tLQ0UlJSiI+P588//2Tv3r20b98ePT09ypcvrxRM9+3bF0NDQ1xdXWnfvj0+Pj4YGGT9FVhycjLfffcdFStWpFmzZsp4xYoVWblyJUOHDmXp0qUA2NjYsHz5cqUDcW506NCBuXPnEhoaSrly5dizZw9Tp07NdZzsREREULp06ZfOi4qKIikpiTJlymQ7J2PZvXv3sLW11VmOuXXw4EGcnJyU24aGhkyaNAlnZ+dMcy0sLOjXrx8//fQTXbp0oVatWtnGtbKyUron9+3bN8sC8YcPHxIfH88XX3zByJEjqVixIlu3bmX06NHY2Njg5ub20vwzOnHb2dlpjaelpZGWlqbczu65mRNHjhwB4Pvvv89RTkIIIYQQQgghREGR4mQhhBBCCCGEEEIIIYQQQoi3RHR0NH5+fuzbt4+IiAhSU1MBMDc315rXsGFD5XczMzMsLS1xc3PT6m5coUIFAgMDc7xuCwsLGjVqhL+/v1KcvGPHDmxtbXF3d880f/To0crvKpWKdu3a8eWXXypjH330Ee+++y779+8nKCiIY8eOMW3aNP766y9WrVqFnl7mC4hOnTqVK1eusHbtWq0i0evXrzNixAjq169Ply5dSElJYfXq1QwcOJANGza8sLg3K+XKlaN27drs2LGDGjVqoNFoaNGiBadPn85VnOcLW/X09NDT00Oj0aBSqXIV62V0HS+36tWrx4QJEwB4+vQpBw8e5JtvvkGtVtOpUyetuUlJSWzduhWVSsXp06dJSkp6Yeft/v37s379elatWsXw4cMzLU9LSyMxMZHPP/+cnj17AlC/fn0uX77M4sWLc1UI/Px+HDJkCH///bdye/Pmzbi4uOQ43rOqV6/Oo0ePWLBgAY0aNcLKyuqV4gghhBBCCCGEEPlNipOFEEIIIYQQQgghhBBCCCGKkBd1Rn6Z8ePHc+rUKYYNG0aVKlUwNTVlw4YN7N69W2ve891ljYyMKFGihNaYoaEhSUlJuVp/hw4dGDNmDJcuXaJ8+fLs27ePHj16ZFlIPHbsWOrXr4+JiQn29vaYmJhkmlOqVCk++OADPvjgA5KTk5k0aRJbt27lwIEDmTpMz58/n82bN+Pn55epOHT27NlYW1sza9Yspbi0fv36tGzZkuXLl2sVReeUt7c3q1evJjQ0lNatW2NsbJzrGAsWLGD+/PnK7eHDhzNixAjs7Oy4du3aS+9vYWGBkZERd+7cyXZOxjJddk3OKPx+trA6Q8bY8x2EzczMtB6X+vXrc/36dWbMmEHHjh21in4XL17M3bt3+fnnn/H19eWXX35RCt6zYm1tzQcffKB0T35eyZIllXVmUKlUeHp6snfv3hxscXqnbUjvQF2xYkVlfOLEiQwfPpzz58/z9ddfK+Ovso/s7OyYOXMmvXv3pn///qxZsybLTtBCCCGEEEIIIURBy3yk5yVatmzJpUuXslz233//vfRSYkIIIYQQQgghhBBCCCGEEOL1S0xM5ODBgwwZMoTevXvToEEDXFxc0Gg0ry2HFi1aUKxYMfz9/dm/fz9xcXF07Ngxy7nlypXDxcWFKlWqZFmY/DxDQ0Ol8DQ0NFRr2bp16/Dz8+Prr7/O8rusq1ev4ujoqFUAa2xsTMWKFQkLC8vFFv7Pu+++S3h4OHv37sXb2/uVYnTv3p3NmzcrP927dwfA09OTiIgILl++/ML7GxgYULduXYKCgnjy5Emm5WlpaRw8eJDy5cvrtDjZ3NwcPT09Hjx4kGlZxlhOuv5WrlyZyMhIHj16pIxdv36dJUuWMGjQIFq0aEG/fv1YtGgRt27demGsTz75hISEBFavXp3lerKSmw7V7u7uqFQqjhw5ojVevnx5XFxctAqW4dX3UfXq1Vm0aBE3btxg8ODBJCQk5Cg/IYQQQgghhBDidcp1cXJ4eHi2Z8EnJia+8MxrIYQQQgghhBBCCCGEEEIIUTCSkpJITU3F0NBQGXvy5An79+9/bTmYmJjQqlUr/P392bFjB5UrV6ZGjRq5jvP48WNSUlIyjd+4cQNI76icwd/fn2nTpuHr68sHH3yQZbwyZcpw8eJFrULt+Ph4QkNDsbe3z3V+kF5Y+vHHH9OuXTsaNGjwSjFsbW1xcXFRfjIKiLt164aZmRnfffddlt/bhYSEEBkZCUDfvn2Jjo5myZIlmeb99ttv3Lhxg379+r1SftlRq9W4uLhk2eV73759GBsbZ+penZUrV65gaGiIqampMjZ58mTs7e0ZMGAAAEOHDsXKyopp06a9MJaNjQ3du3dn1apVmQq1GzVqhIGBAceOHVPGNBoNgYGBVK9e/aV5Atjb29OmTRvWrVuXqTg+K3nZR/Xq1WPu3LmEhIQwatSoLF8LQgghhBBCCCFEQTJ4+ZScu3XrFsWLF9dlSCGEEEIIIYQQQgghhBBCCKEDZmZmuLi4sHTpUiwtLTEwMGDJkiWYmpoqhayvQ4cOHdi+fTt37txh5MiRrxTj+PHjzJo1i86dO+Pq6oqBgQEXL15k8eLFlClThtatWwMQFBTE559/jpubG++88w6nT59WYlhaWuLg4ABAz549GTJkCGPGjKFz584kJyezatUqYmJisi1ozomxY8e+8n1fxNramh9++AFfX1969OhBr169cHBwIDo6mgMHDvD777/z119/AdC8eXP69u3L4sWLuX//Pu3bt8fQ0JC///6bdevW0b59e3r06KEVPyAgAEjvKJ2amqrcdnFxyXGx9ogRIxg4cCDDhw+nU6dOGBsbc/z4cVauXMmAAQMoUaKE1vyYmBjl8Xn69CkHDx7k4MGDdO/eHbVaDcDvv//O8ePHWbVqFUZGRkB6wftXX33F4MGD2bt3L61atco2pwEDBrBp0yYuXLiAjY2NMm5jY0PPnj358ccf0Wg0VKhQgW3btnH16lVmzJiRo+2F9MLpjz76iA8++IBevXrh5uaGsbExERER/P777+jp6Wl1Ac/tPnpW06ZNmTFjBmPHjmXixInMnDkTlUpFeHg4Z8+eBdIL7MPCwpTHr127djneFiGEEEIIIYQQIi9yVJy8bds2tm3bptyePHmy1hnKkN41+dKlS7i7u+s2QyGEEEIIIYTIQnx8fI4u6yuEEEIIIYQQ4n9+/PFHvvrqK8aPH4+5uTm9e/cmLi6O5cuXv7YcGjZsiJWVFY8ePcLb2/uVYtSqVYu2bduyb98+Vq1aRWJiInZ2dnTo0IGBAwcq32MFBgaSnJxMUFBQpiLjzp07K4WnLVq0wM/Pj2XLljFmzBj09fVxdHRk5cqVOe6c+7o1b96crVu3smTJEubMmUNkZCRmZmbUrl2bhQsXahURT5gwgVq1arF27VpGjRpFWloalStX5ssvv+SDDz5ApVJpxX6+aDzj9vTp0+nSpUuO8mvcuDHLli1j4cKFjBs3juTkZCpUqMCECRP48MMPM80/efKk8hip1WrKlSvHuHHj6N27N5DeLXvmzJl07NiR+vXrZ9oXrVq1Ytq0aTRs2JBixYplmZOtrS3du3dn7dq1mZZ9/vnnFC9enCVLlhAVFUXVqlVZtGgRTk5OOdpeSC9437hxI6tXryYgIIBVq1aRmppKmTJl8PT05Pfff6dKlSqvvI+e5+3tTXR0NFOmTKFEiRJ8+eWXBAYGMmHCBGXO4cOHOXz4MACXL1/O8bYIIYQQQgghhBB5odI8e32qbKxfv54NGzYA6WdIly1bVjlDOYOhoSGOjo6MGDGCMmXK5E+2+SzjLOKcXEZKCCGEEEII8frFx8fTpk0bLly4QGRkJP3792fZsmXZzpfP+EIUfUnxcSwe8lGeYgxf8SuxsbGULVs2z/lER0frJFZ0dDTJCfGFZtt0tV26jFXY4hTGnApbnMKYU2GLkxHr+QIwIYQQQgghhBBCCCGEEOJNkqPOyT179qRnz57A/84cL6xniQshhBBCCCHebJcvX1YuN7x79+4CzkYIIYQQQgghhBBCCCGEEEIIIYQQz8pR5+S3hXRVE0IIIYQQonDQaDQkJCQotxMSEpg9ezYGBgbMmDGD+Ph4TE1NWblyJe+++67WfdVqtdKNUD7jC1H0yWELIcSbSDonCyHeRKmpqS/87GZgkKN+OYWWRqMhNTU12+V6enro6em9xowKztu6L1JSUrJdplKp0NfXf43ZCCGEEEIIIYQQhVuui5MvXbpEbGws7u7uADx9+pQffviBCxcu8M477+Dr61tkD65L4YIQQgghhBCFQ3x8PF5eXsrtW7ducfXqVa057u7umJqaZrqvv78/JiYmgHzGF+JNEBMTk+cYZmZmxMbG6iAb3cV6U+PoMlZhi6PLWG9qHF3GelPj6DKWmZlZkT0OK4R4M7Vo0YLw8PBsl1++fPk1ZqN7gYGB9OnTJ9vlnTt3ZsaMGa8xo4LzNu6L27dv07Jly2yXe3h4sGbNmteYkRBCCCGEEEIIUbjl+jT1GTNmULNmTaU4efbs2fz2229Uq1aNJUuWYGlpSe/evXWeqBCicDh69Ch+fn6MGDGChg0bFnQ6QgghhHhLFCtWDJVKhUqlIi0tjeLFi1OsWLGCTksI8ZqULVs2T/ePjo7WSRxdxnpT4xTGnGTbXl+cwphTYYuTHzkJIURhsXDhQpKSkgo6jXzj5OTE5s2bs11uYWHxGrMpWG/jvrCxsXnhNhcvXvw1ZiOEEEIIIYQQQhR+uS5OvnLlCh9++CGQftmmHTt2MGLECAYPHszs2bPZsmWLFCfriBSBisImISGBOXPm8PDhQ+bMmUPdunVRq9UFnVahIq9bIYQQQvca25qjb2dBAzsrShZPL0g2NjTA4JnLpaZqNByOeFxAGQohhBBCCCGEcHR0LOgU8pWpqalclef/vY37wsjI6K3bZiGEEEIIIYQQIi/0cnuHmJgYzM3NAbh06RIxMTG0b98egAYNGnDr1i2dJvi2yigCjYiIYM6cOSQkJBR0SkKwfv16Hj16BMCjR4/YsGFDAWdUuMjrVgghhMgf+ioV+89cYPFfB9gefJISxdQYGxqgr6f6349c0lwIIYQQQgghhBBCCCGEEEIIIYQoFHJdnGxubs69e/cACAwMxMrKivLlywOQnJyMRqPRbYZvKSkCFYVNeHg4GzZsQKPRoNFoCA0N5euvv+a///4r6NQKDXndCiGEEPkn7GH6/7E37z8q4EyEEEIIIYQQougaP3483t7er329U6dOpW7dutk2dDh48CCOjo78888/ALRo0QJHR0ccHR2pWbMmrVq1YvLkyURGRir3SUlJYc2aNXTs2JE6derg7u5Ox44dmTJlCklJSQA8efIEPz8/unXrhpubG/Xr16d///6cP38+Uw63b99mzJgxNGrUiDp16tC5c2e2b9+eq+3s3bs3jo6OjB49OtOypKQkPDw8cHR05JdffgFQtvFFP1u3bs12fVFRUfzwww+0bdsWFxcX6tati4+PD3/88QcpKSlac8+ePcvw4cOpX78+zs7OtGnThh9//JHY2NhMcRcsWEC/fv2oV68ejo6OnD17Nlf7AdIfwylTpmS5zNvbm/Hjxyu3/fz8tLbZ1dUVLy8vVq5cqfW948mTJ6levTqbN2/OFHPo0KE0bdqUp0+fasXs1atXprl+fn7UqVMn0/jdu3f59NNP8fT0pFatWnh7e7N3795cbbdGo2H79u306dMHDw8PnJ2dady4MaNHj+bEiRNac3O7j7LK+fvvv6d69eps2rQJgJs3bzJp0iQ6depEzZo1C+T1LoQQQgghhBBCABjk9g5ubm74+fkRFRXFypUradasmbLs5s2blC5dWpf5vZWeLQKF9KLvDRs20KZNG+zt7Qs4O/E20mg0zJs3T7n9+PFjbt68CcCwYcP466+/UL3l3QozXrfJycmkpKSgVqvldSuEEELokLdbLY5euoqzg/y/KoQQQgghhBBFTYcOHVi7di0HDhxQrsb5rJ07d2JtbU2DBg2UsbZt2/Lxxx+TkpLC6dOnmT9/PpcuXWL9+vXo6ekxZcoUfv/9dwYOHEjdunWJj4/n4sWLbN++nYSEBIyMjLhz5w6bNm2ia9eu+Pr6kpKSwurVq+nRowcbN27EyckJgMTERPr37w/AxIkTMTc3Z+fOnXz22Weo1WratGmT420tVqwYBw4c4OnTpxQvXlwZP3ToEMnJyVpzMwpKM3zwwQf07t1bq6DUwcEhy/XcunWLPn36kJSURN++fXFxcSE5OZng4GCmTZtGWloanTt3BuDPP//k008/xdnZmUmTJmFtbc3Zs2dZsmQJ+/fvZ82aNVhaWmrl5eDgwDvvvMOff/6Z423PC7VazapVqwCIj4/nyJEjTJ8+HQMDAz788EMA6tatS7du3fjhhx9o0aKFkvPevXvZt28f8+fP19rnACdOnODYsWNaz62sRERE8MEHH1C1alW+/fZbihcvztWrV0lMTMzxNmg0GsaOHcuuXbt477336N27N+bm5ty5c4fdu3fTq1cvdu7cSdWqVXOza7L1008/8csvv/D111/zwQcfAHDlyhUOHjxIrVq1SEtLk6ZSQgghhBBCCCEKTK6Lk8eMGcOAAQP49ttvcXBwYNiwYcqygIAAatWqpdME3zbPF4FeuHCBiIgIKlasyLx585gxY8ZbXwQqXr+wsDCCg4OV28WKFcPIyIjU1FSioqIICwtTOqi/jTJetykpKQQFBZGYmEjNmjUpU6aMvG6FEOIFjh49ip+fHyNGjKBhw4YFnY4o5GzNS9K5fr2CTkMIIYQQQgghxCuoXbs25cqVY+fOnZmKkxMSEti7dy/vv/8++vr6yri1tTW1a9cG0hvnJCYmMm/ePM6fP0+VKlXYunUrgwcPZvjw4cp9WrZsyfDhw5WCzLJly7Jnzx5MTEyUOQ0bNqRly5asXbuW6dOnA+ldhW/cuMGqVauoX7++Mi8kJIRdu3blqji5bt26nD9/nr1799KpUydlfMeOHbRq1UqrG3PG9j2rdOnSWY4/b+zYsSQmJrJlyxatxkGNGzfmww8/JCIiAoD79+8zYcIEXF1dWbVqFYaGhgB4eHjwzjvv8P777zN16lRmz56txPj777/R09MjMDDwtRUn6+npaW13gwYNOHPmDH/99ZdSnAzp271v3z6+//57ZsyYwdOnT5k2bRrNmzendevWWjGLFStG1apVWbBgwUuLk7///nvKli3L0qVL0dPTU3LIjfXr17Nz506mT59Oly5dtJZ16tSJgwcPaj0X82Lu3LksXryYSZMm0bNnT2W8RYsWtGrVCkjvlH7u3DmdrE8IIYQQQgghhMgtvdzeoVy5cgQEBHD8+HH++usvrQMeX331FWPHjtVpgm+bjCLQ1NRUIP2SXACPHj0iODiYsLCwgkxPvKUcHBxwd3dXDgwbGxvToEEDmjRpQsuWLbPt3PC2yHjdJiYmKl0Unjx5QmpqqrxuhRA6p9FoiI+PJyoqiri4OOLi4oiPjyc+Pr5IdUJJSEhgzpw5REREMGfOnGwv6yp0J+O5Ex8fz9OnT3X+3ImJiWHr1q1EREQU6eemEEIIIYQQQrwNAgMDee+996hduzbvv/++VgGjo6MjS5YsYdasWdSvXx83NzdmzpyJRqPh2LFjdOrUiTp16tCnTx/u3r2b43V6e3tz6NAhYmNjtcb3799PXFwcHTp0eOH9nZ2dAbh9+zbx8fEkJydjY2OT5dyMZhHFihXLVAxqbGxM5cqVuX//vjKWkpICgJmZmdZcMzOzXP9Na2BgQLt27fD391fGnjx5wt9//63VETkvTpw4wenTpxk8eHCWVzS1sbHBxcUFgN9++42nT58yevRopTA5Q/Xq1enQoQMBAQFaj2VGcW5BK168uPLYZChZsiTjxo1j27ZtBAYGMmfOHKKjo/nqq6+yjDFs2DCCg4MJDAzMdj2xsbH8+eef9OzZM0/bvmLFClxcXDIVJmdo2rQpZcuWfeX4GebPn8/PP//MF198Qa9evbSWFZbHTgghhBBCCCGEyHXn5Azm5uaZxhwdHfOSi+B/RaAnT54kNTUVR0dHIiIiKF++PO7u7m99EWhRptFolMIrjUZDTEwMJUqUQKVSoVarC3VnXZVKha+vL3379lXG9PT0MDAwwNfXt1Dn/jo8+7qtWbMmT548wcHBAX19ferWrSuvW/FGynhPO3PmDPb29lhaWirvBYX9Pa0o02g0+Pr6smXLFu7evUuFChWoWLGistzZ2Zm5c+cWif2/fv16Hj16BKSfhLVhwwb69etXwFm9uTKeO+fPnycyMpJz585RvHhxateujb6+fp6fOxqNBhcXF8LCwrCwsMjU4akoPTeFEEIIIYQQoiho2bLlC5fv27cv22UPHjxg2rRpDBw4EFNTU3788UeGDx/Onj17lOLVdevWUb9+fX744QdCQkLw8/MjNTWVY8eOMWTIEAwNDZk2bRpffPEFy5cvz1HOHTp0YOHChfz555+8//77yviOHTsoX748rq6uL7z/7du3gfTCW0tLS8qUKcPChQspXrw4jRo1omTJkjnKIy4ujosXL2p1Na5Xrx5VqlThp59+YvLkyZibm7Nr1y7OnTvHyJEjcxT3Wd7e3nz00UdERkZiaWnJ3r17KVasGO+8806uY2UlKCgISC92zcnckiVL4u7unuXyli1bsnXrVoKDg+nYsaNO8ntVGYXICQkJ/PPPPxw+fJjPPvss07z33nuPbdu28fnnn3P//n0+/fRT7O3ts4zZtGlTXFxcmD9/Pp6enlnOOX/+PMnJyejp6dGzZ09CQkKwsLCgW7duDB8+XKujd3bu3r3LrVu38PLyysUW596iRYvw8/NjwoQJ9OnTJ1/XJYQQQgghhBBC5MUrFSeHhoayYMECgoKCePz4MZs2bcLJyYn58+fj5uamXPJK5N7zRaDW1tZYW1tLEWgR92xBEMCNGze4fv06pUqVwtnZuUgU7Njb2+Pj48O6devQaDSoVCp8fHyyPeD3Nnn2dWtra4utra3WeGF+XIV4FRnvaQEBAVy9ehVjY2M8PT2Vg/RF4T2tKFOpVFpFvc8WJxcV4eHhbNiwAY1Gw/Xr13nw4AFRUVG0adNG/l/JRxmvycjISFJTU4mJiSExMZFixYrpJH5SUhJApo5GQgghhBBCCCEKl+joaNauXUvVqlWB9E7C/fr1IyQkBDc3NwBsbW2ZOXMmAI0bN2b//v2sXr0af39/KleuDEBERARTp05VGnG8TOXKlalZsyb+/v5KcXJMTAyHDx9m0KBBmeZrNBpSUlJISUkhJCSERYsWUa5cOaWD8owZMxgzZgxjxoxBpVJRqVIlWrZsSb9+/bC0tMw2jzlz5hAfH8+HH36ojBkaGrJ69WqGDBlCq1atlLEZM2bQoEGDl27b8+rVq4etrS0BAQH07NmTHTt20K5dOwwMXrlnkJaIiAiALLsmZzW3TJky2S7POBZz7949neT2quLi4nByctIa69KlS7YFuKNGjaJHjx5UqFCBjz766IWxhw0bxuDBgwkKCsLDwyPT8ocPHwLpV4j94IMP8PX15eTJkyxYsAAjIyOGDBny0vwzOnE//5hoNBrlaqkA+vr6r3zcNC4ujtmzZ/P+++9rNZMRQgghhBBCCCEKo1wfBbl48SI9e/akePHieHh4sHv3bmXZ06dP2bhxoxQn55EUgb6Znj3YFBUVpfVvUdGzZ08CAgJ4+PAh1tbW+Pj4FHRKhYa8bkVuZXQeTk5OVr6UKEqdh1UqldINPikpibS0tBx1EBF5o1KpmDt3Lo0bN2b16tWEh4cDsGXLFtRqdZF47mg0GubNm6f8fuPGDQDCwsKYN28eM2bMKPTbUBRlPHcSEhK4cuUKLVu2xNTUlN27d+vkuaNSqQgODmbz5s20atUKX19foGg9N4UQQgghhBCiKHlRZ+SXsbGxUQqTAa1i4wzPF+RWrFiRhw8fKnMBKlSoAKQXteakOBnSuyfPmjVLOcb8559/kpycjLe3d6a569evZ/369cptFxcXpk6dirGxMQCenp7s2bOHQ4cOcezYMY4fP86SJUvYunUrW7duVZpIPGvHjh2sWrWKSZMmUb58eWU8ISEBX19fUlNTmT9/Pqampuzfv58JEyZQokQJmjRpkqPty6BSqfDy8mLnzp20bduWY8eOMWzYsFzFgMyFrSqVCn19fTQaTa5jvUxB/92uVqtZu3YtkH688fz588ybNw9DQ0OmTJmSaf6mTZtQqVTcuXOH27dvK8/HrDRv3lxpsrR69epMy9PS0gBo1KgR48aNA6B+/fpERkayZMkSBg0ahJ6e3gvzz3hMnt+Py5cv5/vvv1dujxs3jv79+78wVnbUajUuLi7s3LmTLl26UK9evVeKI4QQQgghhBBCvA4v/ks6C7NmzcLR0ZE9e/bw/fffax0AcXV15ezZszpN8G3Vs2dPrKysAKQI9A2QURDk7+/Pli1bqFKlCjY2NqxcuRJ/f/8i02FUrVYzatQobG1tGTlyJGq1uqBTKlTkdStyKqPzcI0aNShZsiTVqlXD29sbLy8vvLy8GDlyZL58waArGe9pwcHBTJw4EVdXVwwNDdmyZUuRek8rqlQqFd26dePXX3/F3NwcSH9/NjExKRL7PSwsjODgYFJTU1GpVJQrVw61Wk3p0qUJDg4mLCysoFN8Y6lUKkxMTKhatSouLi5UrFhRp8+dsmXLMmrUKK0vqovSc1MIIYQQQggh3hbPFxIbGhoCkJiY+MI5Obnfy3h5eaHRaNi1axeQXizs7Oyc5ZWh2rdvz+bNm/njjz8IDAxk8+bN1KhRQ2tOsWLFaNeuHd988w1//vkn06ZN4+HDhyxfvjxTvCNHjjBhwgT69+9Pr169tJZt3ryZkJAQli5dSuvWrWnQoAFffPEFTZo04Ycffsjx9j3L29ubkydPsmzZMuzs7KhTp06uYwQFBeHk5KT8ZHTLtbOzA+Du3bsvjWFra8udO3eyXZ5x8ntWxdx5oa+vr1VY/azU1NRMXaT19PRwcXHBxcWFevXq0adPH4YOHcqmTZu4cuWK1tzAwEC2bdvG1KlTsbOz45tvvnlpPkOHDiUwMJATJ05kWlayZEmATM2X6tevT1xcnLKPXiRj/z3fgbpTp05s3ryZzZs3Z7rPq+yjRYsWUalSJQYPHsylS5dempcQQgghhBBCCFFQcl2cfPLkST755JMsiwysra2VSx+JvHkdRaBHjx7Fx8eHo0eP6jy2yCyjIEitVmNmZoaTkxNdunQpcgU7DRs2ZMOGDTRs2LCgUyl0pHhb5IZKpeLRo0cARfL/TpVKhZ2dHV9++aVymUwpQhQ54eDggLu7u9Jpu0qVKjRo0AA7Ozvc3d1xcHAo4AyFrqSkpLB//36ly7oQQgghhBBCCGFra4u7uzv+/v5EREQQHBxMhw4dspxraWmJi4sL1atXV07Qfplu3bphbm5OaGio1viZM2cYPnw47dq147PPPst0v6tXr2Jra6sc58pQo0YNbt26lbONe46joyNVq1Zl5cqVeHt7v9IxMycnJ6WwdfPmzUoRrqenJwCHDh16aQwPDw+io6OzLMoF2L9/P3p6eri7u+c6vxextLTM9rjnw4cPlUYfL5JxAvSzxclJSUl8/fXXNGjQgG7dujFp0iSOHj2qFLxnp1WrVtSoUYP58+dnu57nZTSQeFnXZIDSpUtTrlw5jhw5ojVubW2tFF0/71X2kampKcuWLcPS0pJPPvlETvQXQgghhBBCCFFo5bo4Gf53NvzzoqOjMTIyylNC4n/yswg0ISGBOXPmEBERwZw5c6Ro5DlSuC1elRRvi5zI6Dy8efNmvLy8qFatGoB0HhZvBZVKha+vb7bj8tx/c5w5cwZvb2+lq5OuHLt8lZ/+CGDujr94GBOr09hCCCGEEEIIIfJfhw4dOH36NEuWLAHg3XffzXWM5ORkoqOjM40/evSI2NhYSpUqpYyFhoYyYMAA6taty/Tp07M89lCmTBkiIiKUZgIZzp07h729fa7zy/DJJ5/QvHlzOnXq9Er3NzU1VQpbXVxcqFSpEgD16tWjdu3aLF68mIiIiEz3e/jwoXKl027dulG8eHHmzJlDSkqK1rz//vuP7du3065dO0qXLv1KOWbH3d2doKAgYmO1/3YPCgoiJiYGNze3l8bIKEq2sLBQxpYsWUJ4eDhff/01AI0bN6Zdu3Z89913PHny5IXxhg0bxrFjx/j333+1xsuWLUvVqlU5duyY1vixY8coWbIkZcqUeWmuAP369SMkJITff/89R/NfdR9ZWVmxfPly9PT06NevH/fv38/R+oQQQgghhBBCiNcp18XJjo6O7N27N8tlhw8fxsnJKc9Jify3fv165SDbo0eP2LBhQwFnVHhI4bYQ4nVQqVS0bduW3377DWtra0A6D78pNBoN8fHxxMfHExcXR1xcnHI7o9vK287e3h4fHx/lua5SqfDx8cnTl32i8ElOTgZ02x3+esQD/E+EEPnkKQ9iYrkU/vLL1wohhBBCCCGEKFzatWuHkZER69ato379+tjY2OQ6RmxsLK1atWLatGns3buX4OBgtm3bRt++fdHT08PHxwdI//6jf//+GBoa8sknn3D+/HlOnz7N6dOnuXDhghKvY8eOqNVqBgwYwO7duzly5AiTJ0/mwIEDfPjhh6+8rZ06deLnn3/OtjNvXsyaNQtDQ0O6du3KsmXLOH78OP/88w9z587Fy8uLq1evAmBjY8P06dM5ffo0vXv3ZteuXQQFBbFixQp69+6Ng4MDX331lVbsoKAgAgICCA4OBuD48eMEBAQoBc850adPH/T19enZsyd//PEHx44dY/Xq1YwYMQI3NzfeeecdrflpaWnKYxMcHMzKlStZuHAhVapUUYp0b9y4wZIlSxgwYAAVK1ZU7jtx4kTi4uKYO3fuC3Nq1aoVjo6OmYqQAUaOHMlff/3F9OnTOXr0KH5+fmzcuJFhw4bl+Hhtz5498fb2ZsKECUyYMIE9e/Zw4sQJ9u7dq3S9Ll68+Cvvo2fZ29uzfPlynjx5Qv/+/ZVi/fj4eAICAggICCA8PJwnT54otyMjI3O0HUIIIYQQQgghhC4Y5GTS/Pnz6datG7a2tvTp04dPP/0UExMT5Uzvu3fvcvz4cbZs2cK8efPyNWGRd5s2bWLkyJFYWVlRqVIlNBoNGzZsoE2bNlIURNaF2/369SvgrIQQQhQFGo0GX19fzp8/r4xdv36diIgIKlWqRIsWLaQz9v/r2bMnAQEBPHz4EGtra+VLQ/HmcHFxoUuXLvTu3VtnMUsUM8FQX4/k1DTszEviUr6szmILIYQQQgghhHg9zMzMaNasGX/99Rfe3t6vFMPU1JQBAwZw+PBhAgICiI6OxtraGhcXF2bMmKE00rl69Sp376af2Pr8lX3s7e3Zv38/AHZ2dqxZs4Y5c+Ywbdo04uLiKF++PNOmTeP9999/9Y3NR+XKlWPLli0sW7aM3377jblz52JgYED16tUZNWqU1r5t27YtZcqUYfHixXzzzTc8ffqU0qVL061bNwYNGoSZmZlWbD8/P4KCgpTbs2bNAqBz587MmDEjR/nZ2NiwceNGZs+erXQ1trGxoVOnTvj6+qKnp90/KSEhgQ8++AAAAwMD7Ozs6NixI8OHD1eu6PrNN99gZ2fHoEGDtO5ra2vLyJEjmTlzJl26dKFGjRpZ5qRSqRg2bFiWV/Vq3bo1P/zwA4sWLWLdunXY2Njw6aef0qdPnxxtb0b8WbNm0aRJEzZv3szEiROJj4/HwsJC6XTdrFmzV95Hz6tSpQpLly7lo48+YtCgQaxYsYJHjx4xcuRIrXkZt1evXo2np2eOt0cIIYQQQgghhMgLlSYHLfxq1KjBpk2bcHV1BWDRokXMnz+f1NRUNBoNKpUKfX19fH19GThwYK6TuH79OtOmTePff//FxMQELy8vxo4di1qtznGMPXv2MHz4cKpWrcrOnTtznQOgnPHt4uLySvcvCjQaDdWqVVPOmG/atCl6enro6+tTt25dZsyY8VYXTIWHh9O3b1/u3LlDamoqpUuXxtDQkBUrVuiscDs+Ph4vLy8A/P39MTEx0UlcIUTRVNTfE4pq/hqNRumM/++//zJt2jQ6depE3759UavVr/x/oUajYeTIkZw7d04ZO3ToEKmpqZQsWZI+ffrorDi5qO77Z2V0oRkxYgQNGzYscvGLqvx+7ugq/rNxmtlZoK+X/rqJjU8gJTUVC9PiWvNT0zT8fS8q03rfhs/4QrzpYmJiKFs2bycjREdHExsbm+c4uoz1psYpjDnJtr2+OIUxp8IWR9c5vc3H8YQQQgghhBBCCCGEEEIUXjnqnPx8/fLgwYN57733OHz4MI8ePcLCwoJGjRq9UvFmTEwMH330EWXKlGHevHlERkYyffp0Hj9+rJyJ/TIJCQlMnz4da2vrXK//bRMWFoaJiQlqtRorKyvlrOvU1FSCg4MJCwujfPnyBZxlwdBoNMybN4+oqCjlcm56enrY29szb968t75wW4i8kiJBUVg83904JCSEyMhI/vrrL3799VdcXFxeuYBYpVIxd+5cEhISSEhIoGvXrjg4OGBgYMA333xDjx495P+SZzRs2DDf3g8SEhKYM2cODx8+ZM6cOdStWzdXJ76Jwul8WDiRsU+oX71KQacihHiNzMzMlEsUF4Y4uoz1psbRZazCFkeXsd7UOLqM9abG0XUsIYQQQgghhBBCCCGEEKKwyVFxclbs7Ozo1q1bnhPYuHEjMTEx/P7771haWgKgr6/P2LFjGTJkCJUrV35pjMWLF1OmTBnKli2r1alQZObg4ED79u2xtbUlNTVVGc/onOzg4FCA2RWssLAwgoOD0dfXR6VSodFoMDIyksJtIXRAigRFYfNsgXCpUqWIioqiVKlSOikcVqlUWp1iK1SoUGQ7Gxdl69ev59GjRwA8evSIDRs20K9fvwLOSuTFw5hYNh4+jgZIA5o6ORZ0SkKI1yQ5IT7PMQzVJsTGxuogm/SCQl3EMjMzK1Tbpqvt0mWswhZHl7He1Di6jPWmxtFlLDMzM2JiYnQSR06iFELkVVpaGmlpadkuzzjuXpSlpKRkuyzjCqNvi7dxX2RcTTY7Bgav/JWrEEIIIYQQQgjxRsrxX8rXrl3L8cEEJyenHCdw6NAhGjRooBQmA7Rt25aJEydy8ODBlxYnh4WFsWLFCjZu3MjKlStzvN63lUqlwtfXl759+2Y5XtQPDuaFg4MD7u7unDx5Ek9PT9LS0ihevLgUbguhA1IkKAqTrLobly5dmq1bt6JWq1Gr1W/1/4dvgvDwcNasWUN0dDQlSpRAT0+PDRs20KZNm1e60kcGjUbDgwcPmDdvHs7OznTs2FF5rsjzJv+pjQxRGxkSn5SMRfFiBZ2OEOI1Wzzkozzdf/iKXwEoW7ZsnnPJ6HSa11gZcQrLtulqu3QZq7DFKYw5FbY4hTGnwhanMOYkHZyFELowceJEtm3blu3y1atX4+np+Roz0r0Xffdlb2/P/v37X2M2Bett3BetW7cmPDw82+WXL19+jdkIIYQQQgghhBCFX46LkydMmPDSORqNBpVKxcWLF3OcQGhoKF27dtUaMzIywsHBgdDQ0Jfe/9tvv6VTp05Ur149x+t829nb2+Pj48O6deuUx8zHxydPxTpvgmcLt5/tbimF20LkTXh4OBs2bFC6Smg0Gp0UCQqRF893N1apVKjV6nzrbrxw4UJu377N5MmTKVGiRL6sQ6TTaDTMmzePU6dOER0djZ2dHTVq1FDGZ8yY8Ur/p2s0Gnx9fdm+fTthYWEANGjQQOkC7+zszNy5c+XzQj4yVasZ6d2GuKQkbErK60gIIYQQQgghCpPhw4fTq1evbJdXrFjxNWaTPzZv3pztMiMjo9eYScF7G/fFwoULSUpKKug0hBBCCCGEEEKIIiPHxcmDBw/Ol86xMTExWRbplChR4qVdO/bv38+pU6cICAjQWT4ajYa4uDidxSus3nvvPXbv3s2jR4+wsrKiU6dOb8V2v4yFhQXvv/8+v/76q1K4/f7772NhYaGz/ZOQkKD8Hh8f/8LLgAlR1Gk0GmbPnq08z9PS0jh//jxxcXFMmDCBhQsXvvWFfEX9PUHyf3nsJ0+e8OmnnwLpn2/GjRunk/jx8fFcuHCBmJgYDhw4QLNmzXQSt6i7desWwcHBJCYmAij/pqamEhwczH///Ue5cuVyHVej0aDRaChWLL1jr5GRkdblOtPS0oiLiysS72n5/brVVfxn42QwNVFjaqJ+6X2fXW/GZzohhBBCCCGEEPmnbNmyOukuX5i5uLgUdAqFxtu4LxwdHQs6BSGEEEIIIYQQokjJcXFy8+bNcXV1zc9ctLysiCAxMZHvvvuOESNGYGlpqbP1Jicn56rzc1HWsWNHtm3bRocOHbh+/XpBp1NouLq6snv3bqVw3sXFRafPiWfPrL98+fIb20VACICIiAhOnjyp3I6Li+Phw4cAHDx4kIMHD2Jra1tQ6RUKGe8JiYmJjB49mkaNGlG3bt0Czirnivp7Wn7mnxHb2NiYUqVKERkZibW1tc7+T7lz5w4REREALFq06K1/LWXQaDRUq1aNuLg4Hjx4gJ2dHQB6enpUrVqV2NjYV34M+vbtS69evbh69SpLlizBwMCAr7/+GiMjIwwNDbl06ZIuNyXf5PfrVlfxn42Tmva/AufklFTSNBqMDbX/lHl2zvPrLWrvTUIIIYQQQgjxpnv06BGNGzdm+PDhDB06NMs53bp1Q19fn40bN7J161atK3yWKFGCSpUqMXDgQFq2bKmMX716lXnz5nH69GmioqKwsLCgRo0a9OzZk6ZNmwJw9OhRNm/ezOnTp3n06BFlypShY8eO9O/fP9Pfj7/99htr1qwhLCyMEiVK0LBhQ0aPHp3j4zCBgYH06dMHgF27dlG5cmWt5UuXLmXWrFkUK1aMU6dO4efnx/z5818Y097env3792e7/ODBg6xevZpz587x9OlTSpUqRdOmTfn444+1mhAlJiayatUqduzYwc2bNzE2NsbV1ZVPPvmEBg0aaMU8e/Ys69ev5/Tp01y/fp2mTZuyePHiHO2DDBmP4bFjxzJ9rxcQEMDIkSPZt2+fUuT+fDGwtbU1derUYfTo0Vr7sX///ty+fZvt27djbGysjJ87d47u3bszbtw4+vbtqxVz5cqVmbbR0dGRcePG0b9/f63xjOfA9evXMTU1pVatWixatChX237nzh2WLl3K4cOHiYiIwMDAgIoVK/Luu+/SrVs3SpYs+cr76Pmcb968yYcffoiFhQWrVq3CwsKCdevWcejQIUJCQoiKimLu3Lm0a9cuV9sghBBCCCGEEELkVo6Lk/NLiRIliImJyTQeGxub6SDNs1atWoWenh5eXl7K/ZOTk0lLSyMmJga1Wv1KRQiGhoZUqVIl1/crimrUqEHXrl0LOo1CaeTIkSxevJhBgwZRq1YtncZ+tgugo6Ojcjl4Id5E1atXZ//+/Zw+fZq0tDSKFy+Ora0t8fHxtGjRgqZNm7713Swz3hOuXLnC0aNH2bp1K/fu3Ssy+6Wov6flZ/4ZsQ0NDTl58iRpaWlYW1vrLH7FihWxt7cnOjoaX19fatSooZO4Go2GxMREjh49SqlSpahSpYryfDQ2Ns7zczMjfsbv69ev58KFC4wdOxY7OzudPPfHjh3LkCFDlC7HACqVirFjx1K6dOk8x3d0dGTFihVAeqcged7nT/xn4xy+/1gZO3HiBGlpadSpUwczM7Ms7/vseq9evfpK6xdCCCGEEEIIkX+srKxo0KAB/v7+WRYnh4WFcebMGSZNmqQ1vmzZMszMzIiMjGTFihUMHTqUpUuX0qRJE27evEm3bt1wdHRk/PjxWFpaEh4ezsGDBwkKClKKkzdu3Eh8fDwjRoygTJkynD9/Hj8/Py5evMi8efOUdW3evJkvv/ySfv36MWHCBO7du8fs2bO5dOkSW7duRU9PL8fbW6xYMXbu3MnIkSO1xnfu3Kl1/KJbt240btxYuf3bb7+xc+dOVq1apYy96Luv2bNns2jRIlq3bs0333yDlZUV4eHhbNu2jb59+ypFzQkJCfTr148LFy7w8ccf4+npyZMnT9i8eTP9+vXjq6++olevXkrckydPcuLECVxdXZXjOq9D79698fb2RqPRcPfuXebPn88nn3yCv7+/st++/vprvL29Wbx4Mb6+vkD6FbQmTZqEo6MjvXv3zhR3/vz5mYqTs+Ln58fKlSsZPHgwtWrVIjo6msOHD+dqG0JCQhgwYAAlS5akT58+VKtWjZSUFE6dOsWKFSs4c+aM1vMuL27dukWfPn0wNzdn5cqVWFhYAPDHH38A0LRpU37//XedrEsIIYQQQgghhHiZAi9Orly5MqGhoVpjSUlJhIWFvbBw9tq1a9y8eTPLgwfu7u5MnjwZHx+fXOejUqm0DgSJt1Pz5s1p3rx5vsR+tujKxMQEExOTfFmPeH00Go1SQJVxCfnbt29jZ2eHmZlZkSkyzS+jR49WOlOoVCpq1qyJgYEB06ZNo3jx4nmKrdFo+Pnnnzl+/Dhffvkl5cqVU/a3Wq0uEvs+I8eM94KqVavmeb+8TkX9PS0/8382tpWVlc73jUqlolq1agC88847Oomv0Wjw9fVl7969XLp0CT09PTw9PZUiT2dnZ+bOnfvKr62M+OfPnwcgPj6e48ePA+ndgzp16pSn+BmqVKmCj48P69atU67G0bNnzxee+JYb8rx/PfGzeh48ffqU5ORkIP1kxuyKk59db1H4v0AIIYQQQgghCopGoyE5OblArjjToUMHPv/8cy5dukT16tW1lu3YsQMDAwPat2+vNe7k5KR0lPXw8KB58+asW7eOJk2asHXrVgBWrFih9bdo165dSUtLU25PnjxZqyutp6cnBgYGfPvtt4SHh2Nvbw+kFw67u7szfvx4Za6xsTGjR4/m+vXruTrO0LJlS/z9/bWKk0NDQ7l06RIdO3Zk7969ANjZ2SlXgQI4fPgwenp61K5d+6XrOHToEIsWLWLQoEGMGTNGGXd3d+e9997T6rY8d+5cTp48qRR2Z2jVqhWjR4/mu+++w83NTek03Lt3bz766CPl99eldOnSyrbXqVOHUqVK8eGHH3L+/Hnc3d0BcHBwYMiQISxYsABvb28qVarEmjVruHjxIps2bUJfX18rZv369Tl+/DjHjx+nfv362a47NDSUhQsXsmTJEho1aqSMt27dOsf5JyYmMnLkSGxtbdmwYQOmpqbKskaNGtGvXz/27duX43gvcvv2bfr06YOZmRmrVq3Seo5v3LgRPT09bt++LcXJQgghhBBCCCFemxyd1l2lSpV8K5Rq0qQJx48fJyoqShnbs2cPSUlJylnsWRkwYACrV6/W+mnUqBH29vasXr2aFi1a5Eu+QgjxrIxCOy8vL7y8vPD29sbJyQlHR0fKly/PyJEjlYLlvKwjPj6e+Ph44uLiiIuLIz4+Ps9xXxd7e3t8fHyU4jCVSoWPj49ykP9VaTQaBgwYwPDhw1m7di3NmzfH29tbeSx0se9fp8qVKxMcHMw///xT0KmIt5xKpSIlJQWAtLQ0rS/vdBU/g6GhoVL4nF2RaW5lvGd27twZS0tLkpOTKVmyJO+9916Rek/IT1euXOHUqVP8999/RWafNLYxp5mdBZ1rVsatcgXsLErSuJwdzewslJ/GNuYFnaYQQgghhBBCFHrjx4/H29ubgwcP0rFjR1xcXOjcuTN16tTh3LlzdOvWDVdXV9577z3OnTtHYmIiX3/9NR4eHjRp0oSVK1dqxbty5QoDBgzA09OTWrVq0bZtW5YuXZqjXFq1aoVarWbnzp2Zlvn7+9OwYUOtAsvnmZqaUr58eW7fvg1ATEwMpqamWZ4k+2yX46xi1qxZE4D79+8rYykpKVrFpJB+NVAg139Pe3l5cfv2bc6cOaOMbd++HVdXVxwcHHIVKzvLly/H2tqaESNGZLk843uzhIQENm7ciKenp1ZhcobRo0ej0WhYs2aNMpabLtH5KeO7yoxjVxn69++Pg4MDX3/9NXfv3mXu3Ln07NkTV1fXTDGaNGmCq6srCxYseOG6tm7dSrly5bQKk3Nr9+7d3L17l7Fjx2Z6LkH6c7hTp06vHD/DnTt36NOnDyYmJqxcuTLTc7ywPH5CCCGEEEIIId4uOfpr9Pr160ydOpUNGzbw4MEDnSbQo0cPzMzMGDp0KIcPH+b3339n6tSpdOjQQeus84kTJyoHhyC9iMvT01Prp1SpUhQrVgxPT09sbW11mqcQQmTn+Y6MsbGxWv/mxbPFz02bNsXa2pqyZcvSrl27IlV827NnT6ysrACwtrZ+pc72WVGr1UpBo7m5uU5iFiQnJyfp3i8KlEqlYu7cuZw6dYr58+dTu3ZtihUrxpYtW/D3989zV+OM+P7+/mzZsgUDAwM8PDy4cOECwcHBeY7/7Htm165duXr1KkeOHMHf358OHToUqffN/LRs2TIeP35MeHg4V65cKeh0ckRfT4W+ngpDfT1uP4riXlQ024NPKeMZP0IIIYQQQgjxtmjZsuULf17k/v37fPvtt/Tr14+lS5dSvXp1kpOTmThxIj4+Pvj5+ZGamsqIESOYOHEiarWa2bNn06pVK6ZPn87JkyeVWEOGDCEmJoZvv/2WxYsX079/f+Lj43O0DaamprRo0YJdu3Zp/b1+4cIFQkND6dChwwvvn5qayr1797CxsQHSj63dv3+fSZMmcfHixVydcH3ixAn09fUpX768Mta9e3f++ecfdu3axZMnTwgNDcXPz4/69etTpUqVHMeG9GOiHh4eWoXY/v7+eHt75ypOdlJSUjh58iQNGjTA0NDwhXPPnTtHXFwcrVq1ynK5g4MD1apVIygoSCe55UVaWhopKSkkJycTFhbG7NmzsbGxoU6dOlrzjIyMmDx5MkFBQfTq1YvixYszevTobOMOGzaMoKAgAgMDs50TEhJCtWrVWLBgAQ0aNMDZ2ZkPP/yQixcv5jj/oKAgDAwMXtihOa/u3btHnz59MDIyYtWqVVhbW+fbuoQQQgghhBBCiNzIUXGyn58fdnZ2zJ49m6ZNm9KzZ09WrVrFnTt38pxAiRIlWLVqFcWKFWPEiBHMmDEDb29vpk2bpjUvLS2N1NTUPK9PCCF06flCO0jvNt+/f3+2bt2a50K7jHUAPHjwgPj4eKKionjy5Emec3+d1Go1o0aNwtbWlpEjRyqdUvNCpVLh5+fHnTt3uHHjhnK5Q10VUUJ6oWNkZCRff/01v/zyi9K1Wpedq58+fcq///7L0aNHtTqnvO0yut/eunWLefPmceHCBZ3ve5E1lUqFqakpH3/8MRYWFkD6a9jExCTPr6mM+CYmJsr7gL6+PhUqVNBp/AyxsbFoNBqSkpJy/MXo26Bz584YGxtjaWlJxYoVCzqdXLM1LwmA3f//K4QQQgghhBAid6Kjo5k1axadO3emQYMGVKhQgeTkZMaOHUuXLl1o2rQpY8aM4c6dO6SlpTFhwgTeeecdvvjiC6ysrAgICAAgMjKSW7duMWjQIFq1akX9+vXp3r07vr6+Oc7F29ub8PBwrYLnnTt3YmJikmXxbEaxakaB9YMHD2jXrh2Q/vduhw4d2LRpE++99x5ubm4MHTqUffv2vTCH8PBwli1bplyFKUPHjh2ZNGkS48aNo169erz77rvo6+szf/78HG/f89u6a9cu0tLSOHXqFHfu3OHdd999pVjPe/z4MYmJiZQuXfqlcyMiIgAoU6ZMtnPKlCnDvXv3dJJbXsyaNQsnJyecnZ1p3bo158+fZ/78+VkeX/bw8KBRo0aEh4dn26k4Q7NmzXB2dn7hY/ngwQP++ecfduzYwTfffIOfnx/x8fH069ePmJiYHOV///59LCwsMDY21hpPTU0lJSWFlJSUPH/3uXr1au7du8fSpUspVapUnmIJIYQQQgghhBC6ZJCTSS1atKBFixakpKRw9OhR9uzZw6JFi5gxYwZOTk60bduWNm3aaJ1RnhsVK1bkl19+eeGcGTNmMGPGjJfOEUIXjh49ip+fHyNGjKBhw4YFnY4o5DIK7TIUK1YMPz+/LC8f+Cqx586dS0JCApcvX6ZZs2aYmJgQEBCAtbW1Tgr5XpeGDRvq/PWUUUSpr6+vjGUUUeZVRgfWXbt2ce3aNQAWL16sHNR2dnbWSQH0uXPnlIPZu3fvxtPTM2+JvwEy9v358+cJCQkhMjJSuTIC6G7fizfPs++ZCQkJdOrUiaSkJAYMGMDYsWNRq9WF+nmj0WjYvHkz0dHR+Pj4oFKplHx1mXv9+vWV9+OXdVMqjLo2cKOZS3WsXvAloxBCCCGEEEK86V5WcPsiFhYWuLq6ao3p6elpdXetUKECgNbxPH19fRwcHJSiVQsLC+zt7fnpp5+Ijo6mQYMGSgOBnGrSpAnm5ub4+/tTr149NBoNu3btomXLllleYeydd95Rfler1QwZMoTu3bsr+c2aNYtBgwZx4MABTpw4wZEjR9i3bx9Dhw5l5MiRmeI9ffqUESNGYGVlxeeff6617K+//mL69OkMHjwYDw8PIiIimD9/PsOGDWPFihVaxyRzom3btkyZMoXAwED27t1L/fr1X6mYNDU1VevkfX19feW2Lo97FIZjKH369KFjx45AejH8unXrGDhwIGvWrKFatWpac69du0ZQUBAqlYrAwEDee++9F8YeOnQoQ4cOJTg4GHd390zLNRoNcXFx+Pn5UbVqVSC9O3fLli3ZtGkTAwYMeGn+2TVZcHNzIy4uDkj/PuHUqVMvjZWdBg0aEBwczMyZM5k7d26un5dCCCGEEEIIIUR+yVHn5AwGBgY0adKEqVOncuTIEZYvX46LiwurVq2iXbt2dOzYkQULFhSZy0MLkZWEhATmzJlDREQEc+bMISEhoaBTEm+5jOJnR0dH6tatS40aNTA1NS0UB4ffdCqVSvkSxMDAACMjI52vo169epQuXRoLCwt69eql8/j57fz58zx69EjncTOe3xkH0+WgusipZzszGxgYUKVKFcaOHauzzsz5RaPR0L17d7p3786AAQNwd3fH29sbLy8vvLy8GDlypHQN/396eipKlTBDT6/wPp5CCCGEEEIIUZhZWVllGlOr1VrHvjJOZjUzM9OaZ2hoSGJiIpD+N/iyZcuoVKkSU6ZMoWnTpnTp0oXg4OAc52JoaEjbtm3ZvXs3KSkpnDhxgrt379KhQ4cs569cuZLNmzezZ88e/v33X0aNGpXp7/2qVasycOBAlixZwoEDB6hZsyZLlizh8ePHWvOSk5Px9fUlIiKCZcuWUaJECWWZRqPh66+/pnv37gwfPhwPDw86dOjA3LlzCQwMfKXicDMzM5o2bcoff/zB7t278fb2znUMgL59++Lk5KT8BAUFKd15c3LFU1tbW4AXzr1z544yT1cyju+lpaVlWpYx9vxJ1HZ2dri4uODi4kLTpk2ZP38+KpUqy47HkydPxsHBga+++opt27Zx4sSJF+bTsmVLatasmW335JIlS2Jtba0UJgPY2NhQqVIlrl69+uKN/X+2trZERUWRlJSkNb5u3To2b96sFNZneJV91LhxY7799lv27t3LV199laO8hBBCCCGEEEKI1yFHnZOzoqenR4MGDWjQoAGTJk3i33//5c8//2Tz5s3Mnz+fixcv6jJPIV6b9evXK4V2jx49YsOGDfTr16+As3o5jUajFFJrNBpSU1P5888/cXZ2xtHRMU8FWRmxY2JiePToERUqVMiXTo5CFCYZHVjv379Py5YtuXr1KklJSezYsQO1Wq2z576BgQHVq1cHoGzZsnmO9zqFhYXRqFEjEhMTcXR01FncZ7vfRkZG0r59e0qWLMmWLVt0uu+FKGyMjY1RqVRoNJoi2dFYCCGEEEIIIUTRoMvjKpUqVWLevHkkJydz6tQpfvrpJwYPHsyhQ4coXrx4jmJ06NCBTZs2cezYMfbs2YOFhYVWh+RnOTo6YmlpmeP8LC0t6dKlC9OmTePmzZuYm5sD6YWe48aN49SpU6xZs4Zy5cpp3S8yMpLIyEhq1KihNV6tWjX09fUJCwvLcQ7P8vb2ZtSoURgaGtKmTZtXivHNN9/w9OlT5XbFihUxMDCgXr16HDt2jOTk5BceV3B2dqZYsWLs37+fPn36ZFp+69Ytrly5QufOnV8pv+xkPG4PHz7E2tpaa9n9+/fR09NTHp/sGBkZUa5cuUxNkrZt20ZgYCBr167Fzc2NHTt28M0337Bt2zYMDLL/KnTYsGEMGzYsy0LmypUrZ1nArdFo0NPLWe8nDw8PtmzZwvHjx2nSpIkyXrNmTQD+/vtvrfmvuo/ee+89Hj9+zPTp0ylZsmSmLuBCCCGEEEIIIURByFXn5OyoVCrc3Nz44osvOHDgAJs2bdJFWCFeu/DwcDZs2IBGoyEpKYnbt2/zyy+/EB4eXtCpvZBGo8HX11fprujt7Y2zszPdunXD1dWVYcOGvXK3xYzYbdu2pXz58jg5OeHm5iadHMVbQaVScfnyZc6fP09iYiKPHj1CrVbnSwfW5ORkfvzxR44cOaLTuPkpNTWV1NRUIOtuHnmR0f3W0tISa2trDA0N823fi8yePn3KyZMn5f39NVKpVKxZs4aTJ0+yb98+pYvVli1b8Pf3Z+7cuUXquR8bG0tISAi//PJLQacihBBCCCGEEOI1MDQ0xMPDg4EDB/LkyRPu37+f4/u6ublRpkwZfv/9d/7880/atWv3SiftPnz4MMvxGzduAGgVe06ZMoU9e/Ywf/58nJycMt3H0tISExMTzp07pzV+4cIFUlNTsbe3z3V+AM2aNaN169YMGDAAU1PTV4pRqVIlpZuwi4uLEqdfv348fPiQBQsWZHm/AwcOAOkNR3r06MGxY8f4559/Ms2bM2cOAL17936l/LJTq1YtjIyM2Lt3b6Zl+/btw9XVFWNj4xfGSExMJCwsDAsLC2Xs8ePHzJw5ky5duuDu7o5KpWLy5Mlcu3aNVatWvTBey5YtqV69epbdk5s1a8bDhw/577//lLGIiAiuXbuW40YN7du3p3Tp0vz00088efLkpfPzso/69u3L4MGDWb58OUuWLMlRfkIIIYQQQgghRH565c7Jjx49Ijw8XLl8V4aMQmUhihqNRsO8efOU2xcvXiQyMpLbt28zb948ZsyYUaiLgp7PLaNQMC0tLc/FZSqVipSUFOX1npODaIXV0aNH8fPzY8SIETRs2LCg0xFFQIMGDejduzf+/v7Y2dnl23pCQ0P56quvKFasmFIEXdhVrFiRPXv2MGzYMGxsbAo6nULp3r17PH78mFu3blGtWrWCTifHWrZsSWBgIGXLltW6dGV+uHnzJt26dWP27Nn5vq7CTqVSUbt2beLj45WxjKL8oub69etERkYyatQohg4dmuOOQkIIIYQQQgghio5Lly4xc+ZM3n33XcqVK8eTJ09YvHgx9vb2ODg45DiOSqXCy8uLZcuWodFo6NChwyvl8/PPP3Px4kW8vb2pUqUKiYmJHD16lPXr19OqVSuloHjx4sVs2LCBvn37UqxYMU6fPq3EcHBwwNLSEpVKhY+PD6tXr8bU1BRPT08iIiLw8/OjXLlyNG3a9JVyNDY21voeQpeaNGnC4MGDWbhwIdeuXcPLywsrKyvCw8PZvn07169fp3nz5gCMHDmS06dPM3z4cD7++GM8PT158uQJv/32GwcOHOCrr77SKsCNjIwkKChI+f3p06cEBAQA0LRp0xwduyhRogQff/wxP//8M3FxcdSvX5/ExET++OMPTpw4kWVB7d27d5XHJzIykvXr1/P48WN69OihzPn+++/RaDR89tlnylj16tXp06cP8+fPx8vLK9vjuiqVimHDhjFixIhMy1q3bo2TkxMjRoxg5MiRGBkZsWDBAiwtLenevftLtxfSH++5c+fyySef0KVLF3r37k3VqlVJS0vjxo0b7Nq1S6vD+Kvso2eNHj2ax48f8+OPP2Jubq7kefbsWcLDw4mMjAQgJCQESC/C9/DwyNG2CCGEEEIIIYQQuZXr4uT79+8zbtw4AgMDMy3TaDSoVCouXryok+SE7mk0GhISEpTfr1+/TunSpTExMUGtVhfq4tv8FhYWRnBwsHI741Jf+vr6BAcHExYWRvny5QsqvRdSqVTMnTuXhIQEEhIS6Nq1K5UqVWL8+PF4eHjg5ub2yo/ts7E3bNjAlClTKFeuHFu2bEGtVhep501CQgJz5szh4cOHzJkzh7p16xaJAlBRsAwNDVm8eDFeXl75up6Mjhc2Njav1BmmoHh6emJra1vQaRRKMTExymeiqVOnsmbNmgLOKOeuXbsGoFUkmx+SkpK4du0a165do0yZMtLV5Q1SqlQpIiMj6dixoxQmCyGEEEIIIcQbqlSpUlhbW7N48WIiIiIwMzPDzc2NH374AX19/VzF6tChA0uXLsXe3p66deu+Uj4dO3YkMTGRNWvWEBERgb6+Pvb29owbN46ePXsq8zK6Ba9cuZKVK1dqxZg+fTpdunQB0gs9LSws+P3331mxYgXm5ua4ubkxevRoihUr9ko55rfRo0dTp04d1qxZw1dffcXTp0+xsbGhYcOGTJgwQZmnVquV7d+xYwfLli3DyMgIV1dXVqxYkamxx5UrVxg5cqTWWMbtffv2UbZs2RzlN2rUKEqVKsWmTZtYvXo1hoaGODk5sWzZMt55551M89esWaMcUytRogSVK1dmwYIFtGrVCoATJ06wdetWpk6diqWlpdZ9hw8fzu7du/n222/x8/PLNqfWrVtTrVo1rQ7JkP7d0NKlS/nuu++YNGkSKSkpuLu78+OPP+bq8a9VqxZ//PEHS5YsYeXKlURERGBoaEiFChVo164dH374YZ720fO+/vprYmJi+PrrrylRogTt2rVj3bp1bNu2TZmzfPlyADw8PIrUMUshhBBCCCGEEEVLrouTp06dysWLFxk7diyOjo4YGRnlR14iH2g0Gnx9fTl//jyQXowbGhpK8eLFcXd3x8XFpchdMlyXHBwccHd35+TJk6SmplK9enVsbW2xtLTE3d09V50eCoJKpdLqTqCvr8/HH3+sk26LKpUKAwMDoqOjKVGiBIaGhjrt5Ph80XxERARRUVHUqFFDp8XP69ev59GjR0B69/cNGzbQr18/ncQWIq8qVKjAypUrcXFxyfWXN6JwOnv2LCYmJsTHx9OgQYOCTidX/P392bZtG3///Xe+rsfAwABzc3Pi4+Px9vbO13WJ16t06dLY2dmxbt26gk5FCCGEEEIIIcQzZsyYkWlsxIgRmTrHli1blsuXL2ea+2who5WVFT/88INO8nJ0dMxyfRm6dOmiFA1np3bt2tSuXful68ppMaaRkREDBw5k4MCBOZqfFU9PzxduF2S9/3OyLDvNmjWjWbNmL51nbGzMoEGDGDRo0Evn5mQ7ckKlUvHhhx9mKsjNSk7W5+bmxqVLl7JcVrx48UzHtrKKqVKp2LFjR5YxrKys+PHHH1+ax8uUKVOGyZMn52huXveRnp4es2fPZvbs2crYjBkzsnztCyGEEEIIIYQQ+SnXxclBQUGMGzeOrl275kc+Ip89W+T59OlTAOLi4khLSyuolAoNlUqFr68vffv2BdKLe62trTEwMMDX1/etLdrO4Ofnx6effgqkH4jUleeL5pOSkggMDCQlJYWaNWvSsmVLnRTNh4eHs2HDBjQaDVFRUWg0GjZs2ECbNm2Uy/kJ8bxz587h5+dHp06d8n1dKpUKDw8PnRX9i4J18uRJ2rRpg0ajoXr16kXuRAh3d3ecnZ05fvx4vq5HT0+POnXqsHPnzkLbcUi8urf9s5MQQncM1SYMX/FrnuOYmZkRHR2tg4x0F6uwbVth3EeFLY4uY72pcXQZ602No8tYusxJCCGEEEIIIYQQQgghhNCVXBcnq1QqSpcunR+5iHymUqmYO3cuCQkJJCQk4O3tjaGhId9//z2dOnXSaYfaosre3h4fHx/WrVuHRqNBpVLh4+MjxaugvO719fV13tX12eddSkoKKSkpAEo35bzSaDTMmzcPgMePH3P69GkA6tSpw7x585gxY0aenvvTp09n2rRpue5gIQq/YcOGcejQIX7//XdsbW159OgR169fp2bNmgWdmijkNBqN8ruBQa4/br113vbPH0IIIV4sNjY2zzHMzMx0EkeXsd7UOLqMVdji6DLWmxpHl7He1Di6jKXLODExMTqJI5/thRDPyjjOmxWVSlXkrx6Wlpb2wsYv+vr6b8374tu4LzQaDampqdku19PTQ09P7zVmJIQQQgghhBBCFC65rpZp164dBw4coGHDhvmRj8hnKpVK6cppbGxMlSpV6NSpU5Ho1KnRaJRiVY1Gw7lz5/jkk09wdHRk/fr1GBoa6mQ9Xbp0Yf369UpxcufOnXUSt6jz8fHBwcGBzz77DGNjY53Ffb5ovmvXrjg5OdGtWzd8fX0xNzfP80HLsLAwgoODM42npaURHBxMWFgY5cuXf+X4a9euJS4ujo0bN1KpUqW8pCoKmfr163Po0CHq1avHn3/+SVpaGhMmTOCPP/4o6NReSqPRcPnyZQIDA/H29sbExER5LcnJKPmvXr167NmzhzFjxmBlZVXQ6Qjx2jx8+JDx48dz69YtypUrly/reJKQwI6g05iZqHm3Xi309OT9TIi3QdmyZfN0/4yuonmNo8tYb2qcwpiTbNvri1MYcypscQpjTrqOI4QQALdv36Zly5bZLvfw8GDNmjWvMSPdW7BgAfPnz892+fTp0+nSpctrzKjgvI37Ytu2bUyYMCHb5cOHD5eGJkIIIYQQQggh3mq5Lk5u3749X331FRqNhubNm2Nubp5pjpOTky5yE0Kh0Wjw9fXl/PnzylhoaChhYWGcPXsWIyMj1q5dq5Niu61btypn+KelpbFt2zb69euX57hvgrp166JWq3Ue99mieQAbGxvGjRuns6J5BwcH3N3dOXnyJObm5tSuXRsAa2tr6tati4ODQ57if/fdd8yZM4f+/fuzfPlyHWQsCouZM2fi6+tLyZIlsbe3JyYmBnd394JO66Uy3jOXLFlCUlISpUuXpnr16spyZ2dn5s6dKwXK+axhw4ZYWloSGRnJ7du3qVq1akGnJIROPXviWIbvv/+eX375BUg/Ee6bb76hf//+mQpd8nKSxMnQm5y/FZ6eAxo6uNd5pThCCCGEEEIIIfKPjY0NmzdvznZ58eLFX2M2+aN79+40a9Ys2+W6OKGlqHgb90Xz5s1f+By3sbF5jdkIIYQQQgghhBCFT66Lkz/66CMgvVPounXrtJZldJq9ePGibrITRcrznY2fPn3K77//TsOGDalZs2aei+Cev7+trS2PHj2iePHiWFhY5Cl2hvDwcH755RcMDQ2Vy21t2LCBNm3aYG9vr5N1iBeLj4/n7t27/PvvvzRq1EgnMVUqFb6+vvTt2xdAeb5kjOf1udmpUyc6depEfHx8kStOfv51C0h33efY29sTHx9PnTp1SE5O5tNPPy3olHIkq8cuKirqhZcaFLp348YNbty4QaNGjbh582a+nOCRX65cucKlS5coVapUQaeSa9evX8/yBDqRLjk5mStXrpCSksLEiRNp3bo17777bq7jJCQk4OXlpTX26NEjVCoVarWaK1euMHPmTJYsWaKcGJTB39//lU9CqlLalj0h59FoNFy4dUeKk4UQQgghhBCiEDIyMsLFxaWg08hXtra22NraFnQahcLbuC8sLCx09t2UEEIIIYQQQgjxJsp1cfL06dPzIw9RxGXV2fjixYvcu3cPIyMjBg0alKcunSqVirlz55KQkEBCQgJdu3bF1NSUW7duoVardVJEqdFo6NatG8eOHaNkyZLUrVtXGZ83bx4zZszQWaFmYmKiFH1m4/Lly0RFRfHBBx8QHh6us7j29vb4+Piwbt065UQKHx+ft7roPON1u2/fPi5fvkypUqWoWbOmsly662rT09PD2Ni4oNPIkYz3zKFDh/LPP/+wZs0aoqOjOX36NABTpkzR2eN67do1goODefr0KT///HORKd5+XlxcHHXr1sXa2hp/f39KlCihk7gpKSkAPHnyhAULFtCoUSM8PT11Eju/jRs3jrt37xIREVHQqeTKTz/9xKeffoqzszPW1tbyHpaFXbt2cfv2bQDmzJnDggULiIyMxNTUNM+xraysaNSoEXp6epw+fZqkpCSdXQkhQxlLc7rUr8eh85fxrFZJp7GFEEIIIYQQQrxeLVq0yPI48KeffsrAgQO5ffs2LVu2VMb19PQoVaoUDRo0YMyYMUpBbHJyMl26dKFkyZKsWbNG63jA3r17GTZsGAsWLKBVq1ZA+gnlP//8M0ePHuXx48dYW1vTrFkzhg4dqtXxNjAwkD59+mSZe8WKFQkICMjxtmo0GrZv385vv/3GpUuXSEhIoEyZMrRp04aPPvpI6wTxuLg4Vq1axe7du7l58yYAlStXpmvXrnTt2hW1Wq3sG319ffz9/alYsaJy/4xlc+fOpV27dgCMHz+ec+fOsXPnzhznLIQQQgghhBBCCPGqcl2c3Llz5/zIQ7wBni/+ybitq6IglUqVqbhFrVbrrOAlLCyM//77D0gvIsuQmppKcHAwYWFhlC9fPs/rOX78OMeOHUNPT4/Q0FCcnZ3zHPNN8Oeff/L48WNMTEyIioqiSpUqOl9Hz549CQgI4OHDh1hbW+Pj46PzdRQ1KpWK+/fvk5aWRkREBDVq1JBCvjeESqWievXqlC9fnvXr16NSqVCpVGg0GoyMjHS2ntGjRyvvmb/++muRKU5OTU3lwIEDVK1aFUjv9nr16lUg/Uun1q1b62Q9lSpVolixYtSqVYuxY8diYmJCREQEZmZmOomfIaMIWpc8PT35888/KVmypM5j56eMIvzLly9jYmJCcnJywSZUCNWuXRtDQ0NSU1NJS0ujcuXKee7q3djWHP1n/v/QaDS8U6oJD2NiKW1hgZ6eilSNhsMRj/O0ntS0NPxPhBCflMTANs0wMdbd+5kQQgghhBBCiILRtm1bPv74Y62x0qVLa90eM2YMnp6epKamcvPmTebMmcOQIUPYunUrAIaGhkyePJlevXqxdetWunbtCsDTp0+ZOnUqLVq0UAqT//33XwYMGEDp0qX59NNPsbe3JzQ0lMWLF7Nv3z7Wrl2rfBfg5OTEpk2btHJ58uQJAwYMoEmTJjneRo1Gw7hx49i5cyfvvfce/fr1w8zMjOvXr7Np0yZCQkJYs2YNkH71s759+3Lr1i0++ugj3Nzc0NPTIyQkhEWLFhEVFcXw4cOV2KmpqSxcuJDvv/8+x/kIIYQQQgghhBBC5LdcFyeL/KXRaEhISFB+h/8V9+qiO3B+yaqzcdWqVZk+fToNGzakSpUqOss9OTmZ+Ph4nXfhc3BwoGvXruzevRtLS0tlXF9fn7p16+Lg4KCT9Vy5cgWNRkNqaiphYWFFtjg5JSWFR48eYWVlledYR44cUbo3ODk5YW9vz++//57nuM9Tq9WMGjUKPz8/RowYkedCrKIu43XbtWtXJk2axN27d1GpVGzZskVnHclfh1OnTum80PNNVKJECQ4cOIBGo6FZs2Y6i+vq6sqePXswMDDgq6++0lnc/DZu3Dh++uknHBwcqFSpEjY2NpQtWxZra2saN26ss/Xo6+tjb29P9erVgfTHwdDQUGfx09LSOHnyJBYWFhgaGjJ16lTGjh2rk9jjx49n7969Os0X0v//6NSpE//++y9lypTB3Nxcp/FnzJiBtbU1Tk5ODBo0iNTUVJYsWcLIkSN1up78lJqaSnx8fL79P1W+fHkaNmwIwNy5c6lSpQoGBnn7s0BfpUJfL/3/DI1GQ9ijKMpYlMSh1DOfE9LytAoArkU8IOjKNQDKl7KivqPuT2YSQgghhBBCiLeJRqMhOTlZpyez55a1tTW1a9d+4Zzy5csrc+rVq4eenh6ff/45d+7coUyZMsr4+++/z/fff0/z5s2xtLRkzpw5xMTEKMetEhMTGTNmDKVKlWLTpk3KVYQ8PDxo0aIFHTt25LPPPuPXX38FwNTUNFNuW7duJS0tDW9v7xxv48aNG9m+fTtTpkzhgw8+UMY9PDzo3r07f//9tzI2ZcoUbty4waZNm5RjSgANGjTgww8/1LqCJUD9+vXZuXMnQ4cOpUKFCjnOSQghhBBCCCGEECI/5agKYf78+XTr1g1bW1vmz5//wrkqlYphw4bpJLm3jUajwdfXVzmwlJaWRkhICE+fPsXZ2ZlGjRoxd+7cQlss+HxnY319fbp3767zIuJu3bpx/PhxypYtq9O4KpWKSZMmce3aNVJTU7XGfX19dbbffXx8mDlzJvr6+jRv3lwnMV83jUZDkyZNCAkJYdmyZZm6WuSWsbExenp6pKWloa+vj6mpqU4LsjKK/uPj4/n777/p1q0bderUUQq/Cutr6nVQqVQ0bdqUgIAAvLy8AN12JM9va9eupXfv3pibm+Pk5FSgX6IUBR4eHjp/bKdOnco///yDWq3WusRmYRcZGQlAdHQ0kP4+5O/vn2/P/fHjx9OiRQscHR11+v6WmJhIbGwskF7QunbtWp0VJ0P6ftG1sLAwdu3aBYCBgYHOi5PLlCnDTz/9xJUrV0hLS6+GzdhHRUXPnj05fvw49vb2+bYOPT09kpKSqFy5MsWLF9dp7IUB+7kT+RhTtTHju+b8i9qcKGNhjpWZKQlJyVS0tXn5HYQQQgghhBBCaBk/fjznzp3js88+48cff+TatWuUL1+eO3fusGbNGr755hsuX75MpUqVmDZtGlWrVuW7775j9+7dqNVqPv74Y/r27avEu3LlCt9//z1nzpwhISEBOzs73n//fQYMGJCv25Hxt+zzV5MaO3Ys+/bt44cffqBXr16sW7eOsWPHKgXMu3fv5t69e8ycOVMpTM5ga2tL79698fPz499//6VevXpZrnvnzp1UqFABV1fXHOe7YsUKatasqVWYnEGlUinfFdy5c4eAgAD69OmjVZicwdTUFE9PT62x999/nxs3brBo0SJmzJiR45yEEEIIIYQQQggh8lOOi5ObNGkixcmvwbNFkvHx8Tx+/BiA8PDwAsqo8AkJCQHSL52ma/b29vj4+LBu3To0Gg0qlQofHx+dFgcZGBgol4TTpUmTJhESEsLMmTN1Hvt5qampnDlzBo1Gwz///JPn4mQ3NzcCAwOJiYlh2rRpOsoy3bNF/9evX+fGjRtAepcJtVqNs7NzoS76Fy92+/ZtAGJiYrROKhCvV7FixQo6hVybM2cOderUoUqVKvTv3z/ft0GlUum0Y3UGExMTKlWqhJWVFfr6+kycOFHn69C1SpUqMXr0aE6cOEFiYmK+rads2bLUrl2b+Pj4fOmaHB8fT2RkJF988QV79+7lhx9+oG3btjqJferUKQDlc2B+uHnzJteuXaNz587s2bNHp7EfxaZ/RnuaoPvHt7jamNEddbOfhRBCCCGEEOJtdf/+fb799luGDBmCnZ0dmzdv5ubNm0ycOJG+fftiZWXFrFmzGDFiBHXr1sXa2prZs2ezb98+pk+fjqurK3Xr1gVgyJAhWFlZ8e2332JqakpYWBj37t3LVT4ajUaryFilUqGvr681Jy0tjZSUFNLS0rhx4waLFy+mZs2alCtXTmueubk5n3/+OZ9//jmBgYFUrVqVPn36KMuDgoIAsj3JvlWrVvj5+REUFJRlcfLDhw85fvw4Q4YMyfH23bt3j5s3bzJ48OCXzg0ODiYtLY2mTZvmOL6hoSEDBw5UHtP8+P5BCCGEEEIIIYQQIrdyVJx86dKlLH8XuqVSqZg7dy4JCQkkJCTQpUsXLCwsiIqK4uHDh4wYMUIKKEnvlNqvXz+l04Gu9ezZk4CAAB4+fIi1tTU+Pj75sh5dunr1KlOnTgXAwcEhX9axZcsWAgICSEhIQK1Ws3TpUo4dO8akSZN0Et/NzY34+HidxHpexusmowOooaFhpoPbuhIWFkZCQgKxsbFFpvtwUTZ69GjUajXlypVjwYIFBZ2OKEJKliyJr68v48aNU74wu3jxovLFWlFSvnz5fO36rGvJycmULl2aHj16sHnz5nxdl7m5Oebm5hgY5Ogjb66EhIQQHx/Pf//9B8C8efN0Vpw8ePBgvvzyS54+fUpwcDBNmjTRSdxnZRQ+HzlyROexO3vWY9/ZC7hVrqDz2EIIIYQQQggh0r3sClb79u3Ldll0dDTLli1TOv+eOHGC5ORkxo4dq/wNmpaWxuDBg6lduzYTJkwAoH79+gQEBBAQEEDdunWJjIzk1q1bTJw4kRYtWihzcmv9+vWsX79eua2vr8+FCxe05owePVrrtoODA8uWLcvyO5P33nuPRYsWcf36ddauXat1XCAiIoISJUpgZmaWZS4Z3ztkV2C9a9cuUlNT8fbO+ZWCIiIiAChdunSO59rZ2eU4PqRfcXLx4sUsWrSI6dOn5+q+QgghhBBCCCGEEPlB95UaIk9UKpVSXKRSqbC1tSUqKgoDA4N8Kawpit555x2qVq2ab/HVajWjRo3Cz8+PESNGoFar821dulKuXDkaNmxISEgI7du35/z58zqNHx8fT48ePUhJScHW1paaNWvi4+OT547Jr8PzRf9t2rTByMiI7du3o1arUavVOiv6379/P6GhoUD65RGXL1+uk7gie8bGxowaNYr4+HgpThavpHHjxsyaNQsTE5NMnXZE/li5ciXjxo0DoE6dOpibmxdsQq8o4ySXatWqkZiYqNPL1To6Oiq/azQancXNMGbMGJ48eYKFhQWLFi3Saewb9x/y29Fg1IaGuJTX/Wvq5v2HmBgbYVOyhM5jCyGEEEIIIcTbwsLCQilMzqCnp6dVWFyhQgUAGjZsqIzp6+vj4OCgFO5aWFhgb2/PTz/9RHR0NA0aNMh1US1A+/bt6d+/v3I7q+O1Y8eOpX79+mg0Gu7fv8/SpUvp168fGzduxMbGRmtuYGAg169fR6VSERgYiLu7e45zyVh3dseMd+zYgZOTExUrVsxxzIy/7XNzHDq3x6yNjIz45JNPmDlzJkOHDpVGN0IIIYQQQgghhChwUu1ayJUuXZqZM2dSoUKFXB3sEnnTsGFDrYOuhZ2xsbHS+TA+Pp5Zs2bpNL5araZ27dqcOHGCEiVKEBkZyR9//EGPHj10up788mzRf0ZHDLVarfMuo89eejA/bN68mQcPHlCqVKl8XY/QptFoSEpKKug0RD7w9/dn8eLFODs7Y2VlhampaUGn9FaoXLky+vr6mJiYKB3ti6JatWoRExPD33//jaWlpU5je3l54eDgQGRkJNHR0TqNnZiYqBQklyhRgg4dOug0fsj1MFLT0niamMiBsxfp5KmbbuSpGg3nb9zm1yNB6KlUDHu3FVZmplpftqbmQyG3EEIIIYQQQhRWL+qM/DJWVlaZxtRqNUZGRsptQ0NDgEwdhg0NDUlMTATSj7suW7aMOXPmMGXKFOLi4nBycmLChAm5Kgi2tLTExcXlhXPKlSunNadu3bq88847rFixgs8//1wZT0pK4uuvv6Zhw4a4urqyZMkSOnbsqFxx0NbWlpiYGJ48eZLlsaDw8HBl3vPCwsI4c+aM0kk6pzIKtu/cufPSuRnrvXv3bq6/E/rggw9YsmQJCxcuZOjQobm6rxBCCCGEEEIIIYSu6b3KnYKDg/H19cXLy4uWLVtq/bRq1UrXOb71WrdunamLgRCvk0ql4ujRo4SGhlKiRAlCQkLw8fHh119/LejUcuXhw4c8evSItLS0fInfpk0bKlasqJxUoEt//PEHffr04dy5c0RFRek0tsheXFwctWrVwtbWlsjIyIJOR+iYr68v/v7+XLt2TbrJvEYtWrTg6tWrnDlzRucnibxORkZGWFtb59s23Lt3jydPnjBp0qRXjqHRaIiPj9f6SUtLY9SoURQvXhxzc3O++OILrly5kmneq3Zsbli9Cob/31W6kp3uTqY5HPGYkIfphdppGg0rDx3n73tRWj+HIx7rbH1CCCGEEEII8SbT5XGQSpUqMW/ePIKCglizZg1GRkYMHjyYp0+f6mwdWbG0tMTCwoIrV65ojS9ZsoTw8HC+/vprhgwZQqlSpZgyZYqy3MPDA8i+uDtjPGPes3bs2IGenh7t27fPVa52dnaUL1+ew4cPv3Suh4cHenp6HDp0KFfrgPQmJp988gl//PEHt2/fzvX9hRBCCCGEEEIIIXQp18XJJ06coG/fvsTGxhIaGkqlSpWwtbXl7t27GBgY5OpseCFE0WFoaEjp0qXR0/vf24ZarS7AjHKvTZs2nDlzhv/++0+ncefMmUO5cuVYuHAhFSpUoHr16jrvwFqyZEnlSwP9/y/6Evnv1q1bnD17lsTERCkKfwN17NgRyLpbkMhfFSpUeKXLvL5NbG1tUalUvP/++68cIyEhAS8vr0w/ISEheHh4cP36dWbPnk3Dhg0zzUlISHildZYqWYIJ73vzTvWqbPoniC3HTrxy/s979nNIbGwsEREROosthBBCCCGEECJvDA0N8fDwYODAgTx58oT79+/n6/oePnxIVFQUFhYWytiNGzdYvHgxgwYNokKFCqjVaiZNmsThw4cJCAgAoH379tjZ2fHzzz/z5MkTrZj3799n9erV1KpVi3r16mVap7+/Px4eHll2VX6Zfv36cf78eX777bdMyzQaDX///TeQ/rdvu3bt2LhxI5cvX8409+nTpwQFBWW7nh49emBhYaFcNUkIIYQQQgghhBCioBjk9g5+fn506dKFyZMn4+TkxKhRo3BycuLSpUt88skntG7dOj/yFEIUEqampri5ufHdd9/p9PV+6NAhTp06RVpamlYBtC5FR6d3XExJSdFp3Pnz53P79m0WL16Mvb29TmNnaNasGUeOHGHkyJE6L3x+VsaJJ87Ozvm2jqLE0dGRTz75hH/++YfixYsXdDpCx2bPns2UKVPo1KlTQacidOzXX3/l008/RU9PD3Nzc77//ntGjx5NiRIlCjq1HKtSpQpVqlTh008/zbd1FCtWjNjYWIoVK5bnWKlp/+u0rK+nz40HDwG4dPsu/92JoLKdjdacnFCr1fj7+2uNrVu3jsGDB5OamoparWbLli1ZnixV1E6gEkIIIYQQQoii6NKlS8ycOZN3332XcuXK8eTJE+UYqYODg07XdfPmTU6fPo1GoyEiIoJffvkFlUpF9+7dlTmTJ0+mTJkyDBw4UBlr2rQpbdu2Zfr06TRu3JjixYvz008/8cknn+Dj40P//v2xt7cnNDSUxYsXY2RkxPfff59p/RcuXCA0NJR+/fq9Uv49evTg5MmTTJo0idOnT9OyZUvMzMy4ceMGv/76K2q1mmbNmgEwadIkQkND6dWrF3369FGaAp07d461a9fSrVu3LDs7Q/rfw/3792fGjBmvlKcQQgghhBBCCCGEruS6OPnKlSt8/PHHSgfP1NRUAKpXr87QoUNZsGABLVq00G2WQrwGGo1G6RKYcSnzjMuhW1lZ6fRSd0WdmZkZjRo10lm8e/fu0apVK5KTk6lQoQIVK1bUWexn7dq1i/fee4+nT5+yaNEiRo8erZO4EyZMYM6cOQwfPpxNmzbpJGZWateuna+FyQ8ePODcuXO4ublx7tw5qlSpkm/rKko2bdpEbGws1tbWuLi4FHQ6rywxMZGtW7fSuXNnnRQivikMDHL9UahQSkhI4M6dO1SuXLmgUykUFi9ezO3bt1GpVNy6dYszZ84QHR3NTz/9VNCpvZSvry+LFi2idOnSOn08G9uao//MZ5nfj/9LbGws9atVpn29WgCkajQcjnj8SvEP39e+n235isSlQVRUFKsP/IOLiwvW1ta5iqlSqTAxMdEa++STT2jSpAkfffQRJiYmqNXqTHOEEEIIIYQQQrwepUqVwtramsWLFxMREYGZmRlubm788MMPOr/627N/01tYWFC9enVWrVqlFO7+8ccfHDt2jJUrV2JkZKR13y+++IJ27drh5+fH+PHjqVevHtu2bePnn39m1qxZPH78GGtra5o1a8bQoUOxsbHJtP4dO3ZgZGRE27ZtXyl/lUrF999/T6NGjfj111/57LPPSExMpEyZMjRt2pSPP/5Ya/s2btzIypUr2b17N7/88gsAlStX5sMPP6RXr14vXFePHj1YunQpjx49eqVchRBCCCGEEEIIIXQh1xU58fHxFC9eHD09PYyMjLQuc1+pUiVCQ0N1mqAQr4NGo8HX15fz588rY2lpaZw8eZInT57Qtm1bdu3aJQXK+cTY2BhTU1OioqIwNDTMt/U4OjqSmJjIw4cPGTNmDB999BGWlpZ5jtu/f3/69+9PfHx8vhYn57fk5GQgvYg1JiamgLMpPGrUqEFQUFC+FfSGhoZy9OhR9PX1uX//PuXLl8+X9Zw6dUr58mLt2rX5sg7xei1cuJCDBw9iZ2dHixYtOH36NN999x0TJkwo6NQK3JgxY7h//z6xsbHcu3ePxMTEfDvxRdeWL19OcnIyYWFhlClTRmdx9VUq9PX+9znm8p27AIRHRv1vPE1nq6NkyZJUqlSJf//9F/jfiV95cfXqVfbu3UuHDh2kIFkIIYQQQgghXlFWHXVHjBjBiBEjtMbKli3L5cuXM81ds2aN8ruVlRU//PBDnvLZv3//C5dnl8fzOnXqlO3VsWxtbTl16pTWWIUKFbLskJydzz//nM8//zzH87OiUqlemOezihUrxtChQxk6dGi2c7LbNyYmJhw9ejTTuHRTFkIIIYQQQgghxOukl9s7lClThocP0y/TXKVKFQ4ePKgsCw4OxtzcXGfJva3OnDlDy5YtuXr1akGn8lZ5vvA4JSWF2NhYNBoNt2/fLqCscu/06dOEhIQUqZwtLCw4ffo0e/bsoWzZsvm6LktLS1QqFQ0aNKBkyZL5uq78EhERQYcOHdi3b59O45YuXRpHR0d+/fVX6tatq9PYRdnff//Nv//+m28daf/++28SExOJi4sjODg4X9YRHR1NYmIiAOHh4TqLm5yczKJFi5TPBeL12rJlC2lpaURERHDx4kUAQkJCCjirwsHLy4ugoCAqVaqEu7s7x48fz/Qla14lJSVx/fp1Dh8+rNO43bp1U37PuEJJfujoUYfqZUvTro5uOsI3tjGnmZ0F186d4e8DB7h35TIdq5WnX8vGfNi0Id1cqtHYxjxP62jTpg1Dhgxh8ODBOslZCCGEEEIIIYQQQgghhBBCCCGEEPkj152TPTw8CAoKol27dnTr1o1vvvmG0NBQjIyMOHLkCP369cuPPN8qCxYs4NixYwD5XqhZ1IWFhXH06FE6d+6cp8J4lUrF3LlzSUhIICEhga5du2JkZMQPP/zAqVOn+O6774pE1+QnT57QtWtXIiMjiYyMJCEhoch0FnRwcKBUqVL5vh5bW1tKlSrF7t27dX5pwdflypUrXLhwgdjYWAIDA3UWV6VSUaZMGby9vXUW801gYmJCjRo18i1+ly5dmDJlCvr6+rRs2VLn8SMjIzl16pTStbR48eI6iz1//nzGjBkDpH8+EK/XpEmT8PHxwdbWlhkzZnDw4EHl8RD/Y2hoiKurq87jhoaGcu/ePTp06MCtW7eyvOTrq/jll19o0KABCxYswNTUVCcxs+LsUBZnB919ztTXS+/MfPNB+iVjL96+w1+nztCylhNGBrn+kyNLGfvD1NSUp0+f6iSmEKJoMDMzIzo6utDE0WWsNzWOLmMVtji6jPWmxtFlrDc1ji5jFbY4QgjxrJSUlGyXqVSqInt89nmpqakvvGKQgY7+LhZCCCGEEEIIIYQoSnJ9RGTEiBHKgWofHx8SEhLYsWMHgHQy0xEfHx927NhBcnIyxsbGBZ1Ooebl5UVoaCg7duxg69ateYqlUqkyFfIOGzasyBT3AgQEBHD3bvpl2k1NTVGr1QWcUeGkp5frpvGFio2NDffv39fqrllYaTQaEhISlN8Btm/fzvXr1xk1alShe309m2+GCxcuaL2Wnl+eQa1Wv9JJDBYWFjg7OysxdM3Q0BB9fX1SUlIwNzdnyJAhOotdunRpAPT19eVLlgLQpEkTateuDaR3lM3JJUFzKyUlhXPnzuHp6cm2bdvyrYN4UZTxek1KSsLBwYEDBw7QoEGDXMXI6j0H0rsnb9y4kcePH/Ppp58ydOjQTPv+Vd9z8puBnh4paWkAHLl0lZLFi9GwelWdxN6/fz/Hjx/nnXfeoWvXrjqJKYQoGmJjY/Mcw8zMTCdxdBnrTY2jy1iFLY4uY72pcXQZ602No8tYhTFOTExMnuNkxCqMn3eFEDl3+/btF56I7+HhwZo1a15jRvmndevWL7xa2eXLl19jNkIIIYQQQgghhBCFQ64qiVJTU4mOjsbKykoZ69evn3RL1rFmzZoRGhqKl5dXQadS6Ozdu5cTJ06QmpqKvr6+UrwtRdzpmjRpgouLC6Ghobi46OYy7aLwqVatGleuXCl0hb3P02g0+Pr6cv78eWUsLi5O6fa8Y8cOjhw5Uqi+bExISNB6733w4AHnzp1DX18fDw8PDA0N8fb2zvI9x9/fP8+PSVpaGmfPnqVatWo6e18zMzPD3d2d+Ph4jhw5QrFixXQSF6BHjx44ODgwduxYeR9+A+3cuZPg4GASEhKIiorijz/+0Fln5oMHDxaJzrfZFQ8nJCRQoUIFIiIiiI+PJzExkXXr1inF4pCz4uHn33Oed/bsWU6dOsX69eupW7eu1jJdvOfkhw+bNWTTP4EkJqd3xyptYa6z2NbW1nh7exMfH6+zmEKIoiOvVxXKOMlaF1cn0lWsNzVOYcxJtu31xSmMORW2OIUxp8IW59lYQoiiy8bGhs2bN2e7XJdX9ypoCxcuJCkpqaDTEEIIIYQQQgghhChUclWcrNFo8PLyYuHChTRt2jS/chIiSxEREbRv356UlBQcHByoXLky/v7+nDx5knbt2hV0eoWCjY0NgYGBUtguCo3nC/MMDAwwMDAgJSUFMzOzAsoq5zKKElNTU0lKSuLMmTM8ffoUR0dHypQpo/P1ffrppyxevJgWLVqwb98+ncVVq9X51mW1Tp060qX9DTV37lzlNdCgQQOddWv/559/aNasGQCurq5aJ70VNi8qHj579izx8fGo1WoMDQ0JDg7WmpvX4uG0tDTS/r8DcVxc3CvHed6j2CfcjXpMjbJl0M+HKwlUKW3LF906kpSSQkpqKsXkxAUhhBBCCCGEeCsZGRm9NQ00HB0dCzoFIYQQQgghhBBCiEInVxUJBgYGWFtbo9Fo8isfIbJlYmKCpaUl8L9Oyba2tnTp0kWnnUDzS0pKCu3bt6dcuXJERkYWdDpCZBIfH09ERESWXUJfhUqlYu7cufj7+7NlyxYg/UuJs2fPEhwcTEBAQKHqmvy8xrbm9KznTLs6rnR/x5NW5e2Ii0vv9GqakkgzOwsa25rrdJ3//fcfAJcuXdJp3KJo+/btmJqa0rlzZ/ncUUD69++PsbEx5cuXZ9++fZQrV66gUyoUwsPDOXLkiPJ/ebFixXBzc8tzx6fGtuY0s7NQfmJv3VSKk8tbW+rkPSclNZXFfx5g4+FA/jp9Lk+xXsbIwEAKk4UQQgghhBCiEBo/fjze3t4Fsu6tW7fi6OiY6efZIubx48drLatTpw6dO3dm+/btWrF27tyJo6Mjx44d0xpPTU2lS5cudOnShdTUVGVsw4YNdO3aldq1a1O3bl169uzJrl27MuXYu3fvLHN0dHTE398/V9t7584dJk+eTIsWLXB2dsbd3Z2PP/6Y/fv3ZzrederUKYYPH07Dhg1xcnKiUaNGfPbZZ1y8eDHTvvnss88yrev5x/X27ds4OjoSEBDwf+zdd3xT9f7H8VdWm450701LKXvvIUNQZKngwj1wAI7rxXWdeK/+cFy3V8Q9r1u5Cm5wADJlb1poKd0r3WnW+f1RGlvaAm1OoNXP8/Hg0SY5+ZxvTk6ScvI+n+8Jx7lu3TrS0tJYunRps9v27t1Lr169eOONN4Dm22fw4MFccskl/Prrr03ut2TJEnr37k1GRkaT66urqxk7dizz5s1zXffGG29w3nnnMXjwYPr378/06dN577335JigEEIIIYQQQgjRybWpczLA1KlTWbp0qavjnRCnSkBAANu2bePAgQM89NBDp3s4bZaXl+c6EOjt7e0KWos//PTTT5SXlxMYGHi6h/KX43Q6+f3337HZbNx555289tprqtTVaDTNOocmJia61U30VNFpNOh0Wkb3THVdd9HIoWQVlzC2Vxo6rQacbaupKEqz8Hfjy3FxcURERPDggw9SW1vrut5TXY87ss8//5zq6mq+++47kpOTCQ4Oxmw2d4p9R20t7TcA33//PZs2bSIsLKzVkwrc2XcuueQS3n333Xbd93hGjx7NTz/9RHV1NU899ZTq9T1lTGQQOo2GxVs2Y7VaMRoMdI2OZEzPNKKC6z+3HIrCqgJzu+rrNJr695Wjqo8+pz5eBi49Y3i73nNa0vDFnnzBJ4QQQgghhBDidHnttdeazKqmPWZmn/j4eP79738DUFVVxfLly7nzzjvx9/dnwoQJAEybNo0vvviChQsX8tVXX+Hl5QXAu+++y549e/j444/R6XQ4nU5uv/12fvzxRy699FIWLFiAzWbj66+/5vbbb2fnzp3cddddrnU/9NBDVFVVNRnP22+/zffff8+IESNO+jFu376dOXPmEBAQwHXXXUdqairV1dWsWbOGv/3tb7z22msMHToUgI8++oiFCxcyePBg7rnnHqKjoykqKuLrr7/m/PPPb9bIYPny5cyfP5+kpKSTHs/xDB8+nPPPP5/HH3+ccePGERQUBNQfO1i4cCGpqalcddVVruUHDhzI3XffDUB5eTkffPAB8+bN4+OPP6Znz54AXHvttXz11VcsXLiwyfGlZ599loqKCh544AHXdZWVlUybNo3U1FQMBgNr167lkUceoaqqiptuukmVxyiEEEIIIYQQQohTr83h5O7du/P1119z5ZVXctZZZxEeHt4s9HLWWWepNkDhOVarFZ1Od7qH0SZRUVGnJLjqdDpVD+3Ex8dzzz33sH79eqqrq1Wt/Wfw1VdfMWPGDAAGDRp0mkfz17N3715sNhtAk1CsaKpPUjx9ktrfPdZisTB16tQWb7Nara4D9bfccgsfffSR67bly5d36FBubW0tGRkZPP3009x3332q1LzzzjvJz89n3bp1HDx4EIABAwawZ88egoODVVkH1H/JUllZ2aE78Le232zbto3KykoqKyuZOXNmiyHkjrrvjBs3jtra2k4VTm4ID4/r3Z1fd+9jSGoyQ7p2abqQCuFhgNLKKg4WFKEBJg/si5e+zX+yt0iv03HDWePIKTXTOyFWlZpCCCGEEEIIIURb9erV67jNO4xGI/3793ddHjVqFBs3buSHH35whZOhPkg8bdo0lixZwi233EJ+fj7PPfccl112masb83//+1++++47Fi5cyOzZs133HTt2LGFhYbz22msMGzaMsWPHAtC1a9dm41mwYAGjRo066YYjVquVv/3tb4SFhfHhhx8SEBDgum38+PFceumlruM4+/bt41//+hdTp07lySefbHJ8Z8qUKaxYsaJJ7aSkJOrq6li8eDGPP/74SY3nZNx99938/PPPPPXUU/zrX/8C4JNPPmHbtm189NFHTb5LCggIaPL8jBgxgsGDB7Ny5UpXONlgMLBw4UIuv/xyPv/8c2bOnMnOnTt5//33ufPOO4mOjnbd/7bbbmsylpEjR5Kbm8sXX3wh4WQhhBBCCCGEEKITO6mkw5VXXslDDz1ESkqK62zogoICNmzY0GxZjUbTZJop0TEtXbqUNWvWYDQaqaysVD24ZLfbqamp6ZRd+Q4dOsRvv/2Goijs2bOHgQMHqlZ70aJF1NbWthpO/CtrmGKvQU1NDbm5uaSkpJymEXUsL7/8MmVlZTidzmadRNSwbt061++dcf/8+eefSU9PJy4uju+++47t27dz2223daou3AaDAW9vb+rq6rDZbB57rj3h8OHDFBUVcf/993P11VcTG+t+6LFXr158++239O3blx07dgD1f3sUFxerGk6+//772bRpE/7+/qrVPFWio6Opqqpq8USxtmitM3NRURHp6enYbDYOHTpEly5dmi1zMp2ZW6tvsVhQFIXMzEwWLlzI/fffj/6YEK679Vv6va31j9U7MY7eiXFtuk9bVdRasB39XPxuyw5+2rGHOZPGYlLh77XwwADCAwNOvKAQQgghhBBCiD+19evXs2jRIjIzM+natSsLFy6kd+/eAKSlpbFgwQIqKir49NNPsdvtXHjhhdx1112sW7eOxx57jMOHD9OnTx8ef/zxJkFTT9BoNPj6+mK325tcn5CQwI033sjLL7/M1KlT+fe//42/vz9/+9vfXMu8/fbbJCYmctFFFzWre9NNN/HRRx/x1ltvucLJx9q8eTNHjhxpUvNEvvnmG3JycnjppZeaBJMbJCcnu35/5513ALj33ntbPEZx5plnNrlsMBi48sorefTRR5k3bx6JiYknPa7jCQ4O5u677+Yf//gH559/PklJSTz11FNcdtll9O3b97j39fLywmAwNHt+Bg8ezMyZM3n88ccZO3YsDz74IKmpqVx55ZUnNZ6GZhpCCCGEEEIIIYTonE4qnLxhwwZXp9eGAyWic9u8eTNQH9YpLi4mIiJC1fq///47NTU1PPTQQzz55JOq1va07du3uw56bdmyRdVw8qnw5ptvcvDgQdUOSnpCS0Gys88+m48++ohFixbh7+/PiBEjOHDgAP/+97+ZN2+ea7n2BMk6uxUrVjB37lygvnu9Jw72+/n5uX7vLIHYBna7nfPOOw+r1Up1dTUXXnghdrud0tJSnn32WVXWUW2pw8fbC62K+96YyCB0R+s1nMjRd9JYft21l24xUXSPDmFVgVm19bmrpdfta6+9xurVqzGZTGg0GgYPHozJZGrWfdud1+3XX3/N5MmTqaysdE0jqaaMjAyg9fBqR9Ow3zicTjSRQWj6dANosn0ditKmfae1zsybNm2isrKyfr1jxtCvX79my5xMZ+bjdQwvLi4mMzOTJ554gmXLlhEZGelWfUVROHDgAJWVlXTv3h0/Pz8sFgtxcXHodDr69euHwWBoU/0TqamrY+2+DJIiwkiKCHerVoOkiDDOHTqAgwVF7Mg6Qk2dlczCYvoktr9zu6c5FAWc4HA60Wm1rve1Y/dNIYQQQgghhBCnX1FREY888gg33HAD/v7+PPXUU9x888388MMPrv83v//++wwfPpwnn3ySbdu28cILL+BwOFi7di1z587FYDDwyCOPcN999/HGG2+0af1Op7NJkFWn0zU7dtRwe3V1NcuWLWP//v3ceuutzWpdf/31LFu2jDlz5pCTk8Nzzz3nOgk9Ly+Pw4cPc/XVV7c4i6TJZGLYsGGsWrUKu93e7KRpgGXLluHj49MsJHw8GzZsQKfTMWrUqJNatk+fPifdlRngwgsvZMmSJSxevJjHHnvspO93Iueffz5Lly5l4cKFpKWl4e3t3WIoW1EU1/NTUVHB22+/jcViYeLEic2WvfPOO1m5ciUXXngheXl5fPjhh63O6Gm326mrq2Pjxo0sXbqUm2++WbXHJoQQQgghhBBCiFOvzXNEDx061BPjEKfY3/72Nz788EP8/Pxa7IToDofDQV1dHQDZ2dmq1j4Vpk6dSnx8PIqiMGvWrNM9nDbZvn078+fPB2j1AF9H0FJQbe/evRQUFJCamorJZCI9PR2Ap556iuXLl7uWUyNI1tnEx8fj6+uL1Wr12GNPTU11fQGgdrDd6XTy5ZdfUl1d3SQErZb3338fq9UKgF6vJyoqiiNHjrQ4BWN7/LprH99v3UnX6AiunjBGWxRiJAABAABJREFUlZoAOo0GnbbhS5f6nxGBJi4YOQQAh1PdEJ/ZbOb999/n6quvbvGLlhM59nVrs9lYvXo1UN/Bd+zYsWg0Gs4777xm93XndRsaGkpERAQRERFccskl7apxPE8//TTbtm0jNDS03TVOZedenUZDcUUlr/3wMwadnpsmjyfA95ht6zzpcsfV+EvC0tJSKioqWuz24w5fX1/X55Ua7w8Wi4WcnBwAMjMz6dWrF6WlpdTU1ABQXl5OWFiY2+sBKCyv4N2f12C1Oaiuq0Ov1XL3rGmq1AYYkppMvy4JaDUaFKBHXIxqtRuz2u3otFp0bp6YsqrATHZ2Nunp6URGRrqmcRVCCCGEEEII4RknCsuuWLGi1dvKy8t57733XCeBe3t7c80117Bt2zYGDx4MQGRkJI8//jhQf9LyypUreeedd1i+fLlrtruCggL+9a9/tfmYwbGh3dtuu61Jg4oDBw7Qq1cv12WNRsPcuXNbDL96eXkxf/58FixYwLBhw5g8ebLrtoKCAgBiYlr/P3VMTAx1dXWYzeZmxwzsdjvffvstZ555Jr6+vif9+AoKCggJCcFoNJ7Usn369Dnp2lD/mG+44QYWLVrEvHnzSEhIaNP9j+fhhx9m+vTp7Nu3jxdffLHF2cZ++eWXJs+PwWDgwQcfdHXebiw4OJhrrrmGp59+mpkzZ7Z48jtAVlYWZ511luvy3Llzufrqq91/QEIIIYQQQgghhDht2p5OEn8KISEhqnefbNDQmbCsrIwnnnjCI+vwJL1e7wo1ent7n+bRtE10dDQREREUFhZ6JATqSQUFBTidTgoLC4mJiaF3796YzWZVD6x2Vt26dSMjI4OKigpuuukmj6xj4MCBDB8+HID+/furWvvJJ5/knnvuQavVMmLECFVrA8TFxbnCnV26dOHzzz+ntLS0xYPh7ZFZWAxAVmGJKvVOB4vFwtatW7n++usxm83ccccdbtfU6XSYTCYqKysJCgrqtB3NY2Jimkyl2R7H6wxcV1fH1q1biY2NpX///s2+lGpPcPtQQSG1Vhu12NhzJJdh3VLaPfZjNe7o3XvCaFbt3sfWQ4fR67SMig4l1OTf5s7MrdUHUJQgJsRFgAZ8vLyAtnd+bmxiQiQlWZGk5xVQWFjI6OQEBvdM4YsKMwadjhndu6DT6VTpSr7vSB5lVTWuy4F+Pm4HfI/lpddz4ag/TgxU46SFAnM5G/YfpE9SPE6nk3d+WoPJ18i8yWfi1airdHsUFxc3+SmEEEIIIYQQomOKiIho8v1A47Bxg2OP43Xp0oXi4mLXsgBJSUkA5Ofntymc/NZbbzUJvR47k1JCQgJPP/00UH/cZdOmTfznP//BaDRy4403Nqv30UcfodFo2L9/P2azmaCgoJMeS4OWjm2tWbOGkpISpk1r28nIShtnDmrPcbWLLrrI1T150aJFbb5/a5KSkjjrrLPYuXMnkyZNanGZQYMG8Y9//AOo72z9yy+/8PDDD2M0Gjn33HObLGu1Wvn888/RaDRs3boVq9WK19FjQI1FR0fz6aefUlNTw8aNG3n11VfRarUtdssWQgghhBBCCCFE53DS4eRly5bx+++/n3A5jUbzpz6buXF3RLvdziuvvEJgYCCXXXaZW9PW/9kEBgYSGBhIWVkZL774IhdddJGr44LwnPDwcLZt28bMmTNPqitDR9AQVPMb1JddWTmM692dxIggNFHBrmXcCar9WURFRREYGOjRdXhqn8nNzQXaflD+ZJ155pls3ryZefPmYTQaCQ4OPm43lLaaPLAPfkZvenqoa+mpoNFo0Gg0KIqiyokLDa/bcdETsTscGI52vm38Gajm69bhcOB0qtQO+BQzm82urr1btmwhOTm52RdubRXR6L2gsrbljszt1bijd2RQABeMHMLoHt3wMugJ8T+677jxVDTtGA6gwd/nmBOB3Khv0OmYPqQ/z3z5HQAH8vJJi43i6gmjXcuo1ZW8X5cE0vMLMfkYGZHWlVCTv+rhZE/43/otHC4uYW9OHkNSk7E7nZRV1VBWXU1kG7+8NRqNTWY32LBhA08++STnnnsuH3zwAQCfffZZi58vneXvFCGEEEIIIYToqI7XGflEjg0SG46erNowI2Jry5zM/U5GWloaISEhrd7u7e3dpJvwkCFDKC4u5sUXX+Tiiy9uEj7+/PPP2bhxI88//zz3338///73v3nkkUeAP0LPDccnW5Kbm4u3t3eLx16XLVtGUFAQo0ePbuGerYuKimLdunXU1dWdsAFKZGTkccfXGi8vL+bMmcMTTzzRpOu0GgwGg+u5bYnJZGry/AwfPpxDhw7x2GOPMWPGjCbHCJcsWUJeXh4vvfQSt956K6+//jpz585t8fE01Bw2bBi+vr78+9//Zvbs2YSHh6v46IQQQgghhBBCCHGqnHQ4+Z133jmp5f7M4WRFUbj11lvZtWsXAHl5eezduxeAl156idGjR/Pcc8916IBybm4uy5cvb/WMd7XddNNNrFu3js8++4yMjIxTss6/usDAwE4V+GkIqoUHmDhSUsr323YyZ9JY9I0DXipmEu12O6WlpRQVFXW6rsxVVVUoitKh32NaUlVVBdS/h3oioHzffffx/PPPExkZ6ZHnNCIwgFkjOvfJFd7e3gwZMoQHH3yQKVOmuF2v4XWrQ4NB10oYU6XXbVFREevWrcNms/Hrr79y9tlnq1PYQ47tDGwJ8UdTWc7+3HwsFgtFR7K5oG+aW8HtxIhQeifEYa6uoX8Xz7yPbT2YxW/70hnZPdVj6/CUEJM/s88Yzg9bd7Ej6willdXMPWeC6usJ8PXhmjPHNLlOreCzJzSMLTokiMPFJTgUhYz8Qvp3SSDUZCIyKKjN49doNE06f48dO5axY8dSW1vrCicbjcY2dwcXQgghhBBCCCGOlZKSgtVqJSsryxVObpi9cebMmZx11lmUlpaycOFCZs2axYABA4iOjiY+Pp6ff/6Zu+++G+0xJxVXVVWxYcMGBg0ahF7f9Osyi8XCihUrmD59+nGDui0ZNmwYn376KWvWrGHChOMfkxg2bBhLly6lrKyM4ODg4y57rIsvvphXX32Vl19+uU3384SUlBR++uknSkpKCAsLA+DQoUO88sor3HTTTUyYMIFrrrmGl19+mWnTphEfH3/cer169cLhcJCTkyPhZCGEEEIIIYQQopM66fZuL774IitWrDjhvx9//NGT4z3tGocCGwKgWq22xWmoOqLzzz+fG264gcsvv/yUrK979+4A9OjR45SsT3Re+3PzsTkc5JSUUV5d47H17N69m127dnH++ed7bB2e8M477xAVFcXmzZs91oHYU2bPnk1ERARhYWFuv1cqikJtbW2Tf2+//TZVVVXk5+cDcODAAdLT05st19m2W1u1tG1qa2v55ptvKCoqwtfXlxEjRrS4jLvbpsBczvdbdlJgrlDp0fwhMzMTq9WKoihs3ry53XVa2z4WiwWz2cyuXbv49ttv3d4+ruD20X9+Ri9mnzGccX164G/0Zkhqlybh5fbQabVcMmYYN00eT1iAya1aLdmUfohP124it9TMt5t38MaKX9l7pO0dfE6nnvGxBPn5AuDopF23Ab7asIVnvvyW9LyCEy98AqsKzfx4pIh9hSUYDAaqai0cKijCrGhxhkbwc34ZqwrN7g/6FDp06BDDhw9n5cqVp3soQgghhBBCCCE87MCBAwBNArxPPPEEAHfeeSdQH9bt168fCxcuxOFwAHD11VeTmZnJJ5980qzmK6+8QkVFRYsNd1auXEl1dTXTp09v81gnT55MbGwsTz/9tKtxQ2OZmZkcOnQIgCuuuAJFUVi0aFGLx6B+/vnnVtdjNBqZM2cOS5cu5ciRI20ep5oOHDiAwWDA39/fdd3ChQuJjY3l+uuvB2DevHmEhoa6Olsfz++//45GoyEuLs5jYxZCCCGEEEIIIYRnnXTn5IiICGJjYz05lg5Po9Hw3HPPYbFYsFgszJo1i2HDhvHqq6/StWtXjEZjh+9o2tC5zsfHx3VwzpNefPFFFixYQLdu3Ty+LtG5jUjrSllVNZFBgQT5+bIx/RCRgQEkhIequp6GA7x2u13Vup62YsUKnE4nFRUVp+S1q6aJEyeSmZnJ1KlT3a5lsVia1QkICKCqqoqEhATKy8vp378/Go2GwYMH4+fn51pu+fLlHb57Z63VikGnR99aN+LjaGnbmM1mtmzZAkDv3r2ZNWtWi/d1d9t8vGYDBeYKDuTlM3/KxHbXacmQIUNISUmhrq6OOXPmtLtOS9unwf79+6murubSSy9lxIgRzW5vz/apslios9kJNdV/ITO2Vxpje6UBHb+77u7sP4LItVYrB/OLqKyx0DU6Co1Go9r4bXYHBr1OlVotuXDUEPYcyaNrdITH1qGmY7frgdwC1h84CMDGA4foEhnh9ravqKjAbDY3ua6oqIguXbq4Vfd0cDqdZGZmAvDss8+esBOVEEIIIYQQQojOw2KxsHXrVtfvmzZt4pNPPmHUqFGumdM2btzIF198waOPPuoKLGs0Glfn5HfffZerr76aSy+9lA0bNvDPf/6T9PR0xo8fj91u5+uvv+aLL77guuuuY+zYsc3G8NVXXxETE8OgQYPaPH4vLy+effZZ5syZw8yZM7nqqqvo1q0bNTU1/Pbbb3z00Ue88sordOnShbS0NB588EEWLlxIQUEBF154IVFRURQWFvLdd9/x/fffs2fPnlbXdckll/Dqq6+yceNGUlNT2zzW9qioqHA9P9XV1fzyyy/88ssvXHTRRa6mPkuXLmXdunW8/fbbroYVPj4+PPDAA9x00038+OOPTJw4kcrKSq6//npmzJhBYmIidruddevW8e6773LxxRe7ujALIYQQQgghhBCi8znpcLKod+z01b6+vnTt2rXDB94afP7558yePZvDhw/j6+tLYGCgR9en1Wrp3bu3R9fhKUVFRcyYMYO//e1vqoQqOxNFUbBYLM2ub3xdS7cD7Q7pB/n5cukZ9aHAH7ft4uede9Frtdx5/hSMKnYm79mzJ8XFxXz22WftrnGi7VNQUMD777/PZZdd1myZ9m6fhx56CKvVypYtW5pNMfhXFxUVRVRUFFC/7RVFQVEU6urqmoSTO7q9R/L4769rCfb3Zd45Z6LXuf88l5aWun5v7TWrhjCTiQJzhUe6+AKuL50ad15RU0hICNXV1YSEhKhSr6KmlueX/0CdzcblY0eSFhutSt1TYVWhGVN0LNr8QpxOJ3qDAafVSqXVxj8//h89e/ZUZSrND35dx67sHCYP7MPoHp45gcnX25tBKUkeqd2Y1W7HS4X35WO7Fu/cvd/1uzYohJ/zy9yqPyYiCGdYAHUlhWQWFmOx2gBICQ9hXFT9l7gOp9JpuidrtVpiYmKw2+0tdrgSQgghhBBCCNF5ZWdnc/HFFwNgMBiIjY3luuuuc3XgtVqtPPTQQwwaNIiZM2c2uW+PHj24/PLLef755znnnHOIjIzkmWee4eOPP+aTTz7hk08+QaPR0KNHD5555hmmTJnSbP3l5eWsWrWKq666qt0Nafr27cvSpUtZsmQJr7/+OoWFhfj4+NC7d28effRRhgwZ4lr24osvJjU1lddff51HH32UiooKgoODGTp0KB988MFx12M0Grnuuut4/PHH2zXO9ti8ebPr+TEajcTHx3PXXXdxxRVXAPUNEx5//HFmzJjB8OHDm9x3/PjxTJw4kUceeYSRI0fi7e1Nly5deOuttygoKMBoNJKQkMDDDz/Meeedd8oekxBCCCGEEEIIIdQnCbc2slgs3Hvvveh0OhRF6fCdko9VV1fH999/D0B0dLTHw8mdWUZGBjt37iQnJ8cj4eSamhqysrLo3r27ajUVRWHZsmVUV1e7FcpsrcOozWZj27ZtOBwOpkyZ0mIoX43utEYvAwB6vQ6tVt3XmMFgIDo62q1O8MfrwFpSUsLu3bu5/vrreeGFFwgNbdr5ub3bJzk5mTfeeONPEZTPyMhAq9XSs2dPt+qMiQxC1+g9WFEUnBGBbDDWdx4e0jUZh6KwqsDs5ohPjeziEpyKQkllNZW1FoLdCOI2bJsYRwxZWVnotVrO7paIze4kKjgQnVar6ra5aPRQisorCQ/0TDhZbcfuO2MjB1NT14eth7LxralgQHKiW9unylLnCn6WVDafurOjCwgIYMCAARQWFhITE4Ner2fNmjUAFBcXqxJO3p+bD9R3B/ZEOLnaUse6/RkkRYSREuW5zsnfbdnBqt37GZrahRlDB6paOzo6msrKSkJCQlTpEqTTavDS67l87EgcTifm6hpsdgfhgSZ0Kn/WnioWi4XS0lL+97//NfsyWgghhBBCCCFEyx577LFm14WEhLBv3z7X5ca/H+9+w4YNa3HZ1sycOfOE/3977LHHWlxXY15eXnz99det3n7vvfdy7733ui7rdDpmz57N7NmzT2qcgYGB7Ny586SWPZ6YmBgefvjhk1p24MCBDBx4/GMLrW2Xa6+9lmuvvbbJdXFxcW16bk5mPQDvvvvuCe8fFBTE2rVrW739P//5T5PLixYtOvnBCSGEEEIIIYQQotM4qXDyzTffTGRkpKfH0il8+OGHPPPMMwD06dOn000pFRUVxbXXXsvq1as91oHyzyI8PJycnBwuuOAC1Wvv3LmToqIievToQVpaGsuXLyclJcXtus888wwLFixAq9UyYsQIFUbaVHl5OZWVlUB9R1Z3Ar7HM7pHN6KDgwjx98PHy8vtaexPpcZdjaXDcXNVVVUMHDgQh8PBypUrW5wy8WTpNJpjAnX1v4/u0Wj6Qme7y59yo3qkUmu1ER5oIizA5NZ+37BtesTHcOu0SXjp9Xy5YTP7cwvomxTPRaOGqrptdFotUcHqnuzicDh4//33iY5Wv+uwTqNhU/pBth3KZnzfHqRGR7IvJ4/vt+4AICLQRGxo+7sox4QEMWvEYCpqahmamqzWsE+JMRFB9a+rqGDolojFZsNmt+PbvzeHi4o5q38fgv393e6uO3P4IHZm5xDq78eXGzZzZt9e+Bm91XkQwHdbd7I5IxO9Vst9F87AoNepVruxA3kFAOzPLXC7lmvbN4gKhl5dmyyjRmfjoopK1u/PoFd8LF0i3Q+an061tbVA/UkvQgghhBBCCCGEEEIIIYQQQgghhOg4TjqcLOoNHjwYf39/LBYL2dnZBAcHn+4htYlGo+H111+ntrb2T9GB1ZNSUlLYs2cPvr6+qta1Wq0UFRW5Lu/bt4+lS5eyYMECt2s7HA7X74qiTqC3cYdRa5gJh7kUq93Oeb1SXUEyT3Sn9VSny/LycrKysvjwww+55ppr3K7XrHtvZBDDIoLQaDREBtWHNTtT916o77Dubvfrxmw2G//73/+ora3FZrNhs9V3lM3Pz1dtHX8Gvt7ezBg6QPW6mzMy2XjgkCucWVZVrfo6POGFF17g9ttvR6fTMWTIEFX3SYDvtuzEarfzy869pEZHEuzvh0YDBp0Ofx+j2/UHJCeqMMpTT6f9I/RfZbHwwvIfqa2zcsW4kYztlQagygkjfZLiiQkN5pkvvwPA22Dg7AF93K7bINS/fvaAQD9fdFqtKjUbHneVxcKbP/6K3elkYr9e7MnOre+27VTcO6lAe+wJF57x5YYtHCooYuvBwySGhzKie1e6RnfOkxB79+7NhAkTmDNnzukeihDCw0wmE+Xl5R2mjpq1/qx11KzV0eqoWevPWkfNWn/WOmrW+rPWEUJ0Pk6nE6ez9bPhdTpdp5uJsiWKojQ5Dn8srVaLVqVjEWrpjGMWQgghhBBCCCFE5ydtPduod+/e/OMf/+C+++7DbDZTUVFxuof0l1JTU8Mrr7zC/v37PdJN81juHCxVFAWLxdLs+srKSvz9/ampqSExMZGIiAimT5/u6v4HYDQa27Xuv//970RHR/Pcc8/h7a1OB8rG3Wl9vAxcesbw5gt1ou60Bw8exGw2c9ttt6kSTm6pe29s6DEnLbRx+7S073z55ZcUFxdjsVjYsWMHw4cPZ+nSpURFRbmWOZn9prX98vHHH2fDhg34+voSHBzMNddc02x6vfbul3fffTfPPPMMBoOBkSNH8sYbb+BwOLjooovaXKs1pVXV7MnOoVdCHEF+6p5Q0NltPphFnd1OkL8vQ1KT6d8lwWPryi8rJyO/kP5dEjB6eblVq6G7v5eXl0e+HBmUksSWQ1mu7dE1OpK/TT8bL70Ok4+PKgHcDQcOUlJRxfg+PTB6Gdyud6pV1FiottQB9c9takzUCe7RNiYfI6Emf8qqqokPa3+n6mN9/fs2dmQd4ez+vRnSLRmtSoHfho7Fe/bsobiyCoAdJRXEdO1GDpCTX6bKejwtJjiIQwVF2J0O9uXmcyCvgO5x0VwyuoXPdzfk5uaSkZHBvffe65p1RG3+/v489NBDqp+8IIToeGyW2hMvdAIGo48qddSs1RHrNMyU4y6TyaRKrY5WR81aHbGOmq+RjvbYOlIdNWt1xDpq7kdqHHc1mUx/ijCkEJ3BvffeyxdffNHq7e+88w7Dhg07hSPyjC+++IJ//OMfrd5+8803c8stt5zCEZ3Yhg0buPLKK1u9/fzzz+exxx47hSMSQgghhBBCCCHEX4GEk9th9uzZfPbZZxw4cICSkhKOHDlCamrq6R5Wmx06dIicnBxeeuklVbr2ngqXX3656wCn2Ww+vYM5AYvF0mJ36iNHjlBVVR9qCggIwNfXl5tuuqnJMsuXL29X0Ean0zFr1izeeOON9g36LyAsLAyz2cy5556rem2nopBfZiY8IMDVpbY9jt13ysvL2bx5MwAxMTFUVVWxfft2pk2bRmTkH90uT2a/aW2//PXXX3E4HK7g8vvvv09mZmaTZU6mfkvh54bgfUPnlPPOOw+j0dhsufaGnwE+XLWO3FIzOw/ncOPZ49tV48/q7AF92JyRydhe3ekWq2649FhvrVxFlaWOw8UlXDTKvS+b5syZQ0pKCqGhofztb39TZ4CNTB3cj6mD+zW5LtTkr1r9wvIKvtywBQBvg54JfXuqVvtUiQkJYsaQAZhrahiWlqJq7YMFRei1Wm6ZOgmb3Y6Pt3th9gYOp8L6/Rk4nArp+YWM7NENm8NJSUUlISZ/dFqt28Hzhu7vUP+Z0tmcM6gvQ7sls3ZfOuv2ZeBUFHZn51JeU0OAirNF5OXlYbfbefPNNz0WThZC/LUsmXuVW/e/+c2PVamjZq2OWicuLs6tOoCra6q7tTpanY44JrXrqPka6WiPraPU6Yhj+ivsR0IIz7v55pu57LLLWr29S5cup3A0njN+/Hg+/fTTVm+PiPDMjIDu6NWr13HH3NlmCBVCCCGEEEIIIUTnIOHkdujSpQurV68mICCAyspKbr/9dpYtW3a6h9VmeXl52Gw23n777U4TTm78hYKfn99pHEn7BQQEoNPp0Ol0nfYxnAqZhcUcLiphSGoXvPTqdRyNj48nLi6OV155RbWaDZZt3MKGA4dIighjzqSxqtXV6/VoNBoURSE4OBiLxYJGoyEkRL1Oo/Hx8eTn5xMZGUl1dXW7O5O3FH7euXMnAA6Hg4qKCmbNmtXifdsbygfwPRps9FOpY/ipVlNXx8b0TJIjw4gPC1W19qCUJAalJKlas0FRRSWfr91EeICJ84YNwtfbmypLHX4qBU3Hjx/fpKt8Z2LyMRLg60NVrYWYkKDTPZx2S4mOYMW23Ww9dJihqcmq1DyQm8/bP60B4IazxpEQrt4+v6rQTGJSFwoLC/GPjObn/DL27dtHbm4uISEh9OvX78RFWjEmIgidVkNv34Gs2r2PpIgwBiRENlnG4VRcHZY7slCTP9MG92dgchJfbdxCbEgwQX6+qNAw3CUpKYnMzEwWLlyoXlEhhBBCCCGEEB1WXFycKidwdHTBwcGdLszr7+9Pnz59TvcwhBBCCCGEEEII8Rcj4WQ3+PjUT1PZGbsmQ33IOjc397hTkLlDURTuu+8+0tPTefHFF0lISHC75vvvv8/777/Pu+++S1BQkPuDPEXGRAaha+gIGxXM2V1icDqVJp0iHYrCqgLz6RlgB2O123l75WpsDgelVdVMHzJA1fqemM4zv6yc3zOyACiuUGeaV2jYd4IZFh6Ize4gKjgQ+nRzPQZ39pvG++W4qGAUpT6V1nj7qLFfNu5yXlNT45HX7qVnjCC7uJT4MPUC26fS179vZ+uhw3jp9dx34XR0Wu3pHtJJ2ZyRSXZxKdnFpYzsnsqcSWPJKzOTFNH2brItdd0G+P333yksLCQ8PLzF28G9rttQ3+W4wFxBz/gY1ba9j5cXf5t+FlabHX8foyo1W1NaWcXKHXtIjopgYHKiqrV/3rmX7VnZbM/Kpk9iHD5e7gfPS6uqXb87FRXTsEclJiaSmPjHdqiurm7ys710Wg06rYZQkx95pWa2ZR7G22CgT2Ln+OLVoSjg/OOyoihEBAYwZ9I4AJzK0WVUEhoaSmhoKDfeeKNqNYUQQgghhBBCCCGEEEIIIYQQQgjRObQ7nFxZWcnWrVspKytj7NixBAYGqjmuTqFHjx6YzWYeeeSR0z2UVrUW9iooKCA0NJTo6GgmT57cYmdKd8NeNTU1rmm8e/bsyWOPPdbuWg2ioqKYN28ey5cvd7vWqaTT1Aea6mx2aurq+G1vOmv3pRMVFMDNUyfVL+Q8fo1jtfbcVlVV4XQ60Wq1HgvyAfyekclXG7bQOzGO84cPdqvWsXRaLX5Gb8zVNQT4tq+T7qm2Pzcfh7P+STyzby/V6jbsO5FBAS0v0Mb9pqXaf2hhn3CjfkP4OWr4IFZs301McBDT+nbHoNe5llErlO+l15MSFUGVxcLXv28nKiiQ4WkpbtcFcDidOJ1Kk3GrrWE/N/mo3/k5p6SMQF8f1QOyNoeDOpsdf6MXsSEhhAWY0Ou0pETVT13paGML1pa6blutVtauXYvT6SQlJcUjXbfrbHaWfPcTdTY7Y3ulMal/73bVaYmXXo+XXo/d4WRHVjbRwUH1JxiobMX23WzLzGZb5mF6xcei16m3r6ZERbD1UBbxYaF4q9DF3uFU2J+bD4BWoyEuNKTZvtLWfaexhu7GjfUYOZgNBw4yoEsicWHBbnc3rqmzUlBeAUBWYbHHw8lWux2nU8Ho5d72P/a9tqCggPT0dCIiIjrtiXZCCCGEEEIIITqfK664Al9fX5YsWdLsthtvvJGamhreffddAD7//PMmzVUMBgMxMTFMmzaNm266Ca+jJ1FnZ2czbdo0rr32Wm677bYmNR999FE+/fRTvvnmG6Kiolw14+Li+O6779Dr//iarOG2tWvXNpm1zmw28+yzz/Ljjz9SXl5OTEwM11xzDZdcckmbHvsvv/zCe++9x44dO6isrCQwMJC+fftyySWXMHbsWNcx+/Zso2PH/P777/PPf/6Tm266idtvv53S0lJeeukltm3bxp49ezAYDGzZsqVN4xdCCCGEEEIIIYRoi3aFk//zn//w6quvYrFY0Gg0fPrppwQGBnLVVVcxatQobrjhBrXH2eFUV1ezZcsWbDYbTz75ZIedsrqlsFdtbS2bNm1yhb2io6MJCAigV69eTQKr7oS9APR6PcOGDWPfvn1Mmzat3XX+LKx2Oy8s/wFzdQ3eRw945psrqLbU4WdseyCxtSDfpk2bsNvt9O/f3yNBPovNxs879rA/Nx+7sz5w54lw8rxzJlBSWU18WPPgWkc0IDmRrKJiTD5GDHodX/++jTN6peFv9GzH1I6sIfzcKyGWXgmxrusPFRQB0CUy3K3wc0tW797PpvRDAHSLiSTQz8+tepW1tbz0zUrqbHaum3gGsaGembJxUr9e9IiL5khxGQ9/uJTucdFcPHq423XX78/gq41b8fP25vZzz8ZocD9c2rj2hgMHARjWLYX3f/mNUJM/Uwb3Q+uB7uQOh8P12dW3b1+MHnltqT9ugJXbd/Pr7n146XXcNXMqBp37E1fkl5WzKf0QfZPi6RIZzvbMbOJDQzHodajZjLh/l4SjgWetKl3nVxWacfj4A/Vdk/+zYjW9e6sXCG/obtzYVxu3kF1cSniAP4kRoW6vI8DXhxlDB5BTUsbY3mlk5BcS6OtDWIDJ7drHMlfX8NI3K7DZHVw78QxiQtR7D8rLy8NqtZKTkyPhZCGEEEIIIYQQHdprr72GyWTCarWydetWnn/+eWpra7n77rsBiI+PZ+7cubz44otMmzaNlJT6pgU7d+7k/fff56677iIqKqpJzSNHjrB06VIuuOCC4667urqaK664Am9vb+69915CQ0PJysrCZrO16TE8/fTTLFmyhEmTJvHggw8SHh5OcXExP/74I3PnzmXx4sWMGzeuTTVb8+GHH/Kvf/2LG264gdtvvx2oP0n566+/pm/fvvTu3Zt9+/apsi4hhBBCCCGEEEKI1rQ5HfP+++/zn//8h0svvZQxY8Y0map5/PjxfP/993+qcPLxutM6HA4AysrKPNJ5GMBms/Hrr78yceJEdCp1QqytrcVutwNQWFhIXV0dRUVF1NXVqRb2Sk9PJzs7m6uvvpp169apUrOzs1htlFfXABATEkRWUQlRwYH4eHupto7q6mrq6uoAqKioICCglW67bliz5wCr9xwAIC4smIFdklRfB4Cvtze+3u3rItva69ZiseB0OnE6nap3lTb5GLli3CiqLBYe/2w5CvUdd6cPGdDmWsezKf0QmYXFTOjbkxB/94K3x9pyMIsft+1mUEoiE/r2VK1uSWUVGXmF9E6MpcBcwes//grAtWeOITEi3O36BwuKKDSXM6hrFxLDw/htbzohJj9VOgUXlldSWVu/r+zOzvFYOFmj0RAfFsovO/fhVBT2HsnDqULCtKKm/rOp1mrFZrerFk52OBWC/fzQAEYvA/tz8zmQV8CBvAIGJCcSFRzkXvfbo123AfqaxlNSWYlGo+GjzEwAQu21DIyMUqXrtkGn47xhA3E4nPRJine7Xkt0Oi0AWq0WjUoB6KXrN3OkpJS9OXnccd459E6Mw0uvR6vR4FBh31EUhRXbd1NlsTB5QF9VO4fHx8eTnp4OQHFxsWp1W+JwOsktLQMgu7hUtbpDU5MhFTbsP8iXG7dg0On4+7ln4+utbmi+pLKKmjorAHml5jaHk41GY4uzTVgsFsaPH4/dbmfBggXcddddLd5XCCGEEEIIIYToCHr16uXqCjx06FAOHTrE999/7wonA1x33XV89dVXLFy4kHfffReHw8GDDz5It27duOKKK5rVHD58OC+//DLnnXdek+7Jx1qyZAkWi4VPPvnE9X/lYcOGtWn8P//8M0uWLOHmm2/mlltuaXLbOeecw1VXXYVWq21TzdZ88sknLFy4kGuvvZYFCxa4rk9LS+O3334D4IUXXpBwshBCCCGEEEIIITyuXeHkq6++mrvuussVzm2QmJhIVlaWaoPrCI7tTqsoCnv27KGiooLU1FScTidvvPEGL730En379iUw8I/p2tvbnXb79u2uUOnvv//O5MmTuf3223n66afdeiwNYS8lMohIjROLzUpaTDTfbN5OXGgwk5OicSiKKmGvsrL6INDPP//c7hrHC5geOXKE4uJi1qxZw6hRo5oto0YwXG0Bvj5cNGoouWVmzuiZpmooueG5dUYGYbLWUlNXx6S+afh4/bEOtZ7bmOAgNBow+fhw1fjR+Hh5dbjOxi11lYb6sP/GjRux2WxMmDCB4ODmIS93O4YbDQZCA/wprqhStcMl1AdM/7d+Mwr1YdZZI9TtWL3hwEHKa2pYuy9d1XDyWytXUVZVw4G8fIandXVdr0b4tqrWwtsrV+FwKlRZ6pjYrxf/uGAaXno9Oq3W7X2zS2Q4o3qksn5/Br/s2keIyZ9BKUluj7s1caHB7MvJIzI4UJXuw2N7d8fH24vIoEBMbuzXx1pVaMap9SY4JISamhrMWgNeXl54e3uztbwWY517272h6zZAbGgQsaFBWO120mKjsdps9EmIc4WX3bVs01Y2HDhIbEgQiRFhBKsc+gcY37sHMcGBBPr54W3Qq/Ke6Xf0MyQqqP7vDjW7YgMcLirh5517AQgzmRjds5sqdcdEBKHTaihJimfX4Rz6JMYxLqrpe6XDqbCq0KzK+nRaLRePHsaB3ALG9EpTpWZjVkf9yV4OpxO7Q+VW8EByZDgT+/XCYrUyIDmxzffXaDStfqaFhIQQEhLCXXfd5dbnnhBCCCGEEEKIzmfLli0sWbKEnTt3UlVVRWJiItdccw3nnXceAOvXr+fKK6/k1Vdf5ZNPPmH16tUEBATw97//nXPPPZd33nmHN954g+rqas466yweeughvLzUO959In5+fq4GLA0MBgMPP/wwl19+OV988QXl5eXs2bOHjz76qMXGL/PmzeOqq67iyy+/ZObMma2u67PPPuPKK6906yTeN998k/DwcObOndvi7X379m137cY+//xzHnjgAdd3eI2pFX4WQgghhBBCCCGEOFltDidnZ2czZsyYFm/z8/OjoqLC7UF1ZFarlYKCAgAqKyuJjY3lwIH6LrIlJSVNwsnt8c4773DVVVcREhJCjx49XFODFRYWujdwGoe9NJzR64+Q0U2Tx/+xkEq5mtTUVHJzc3nxxRfbXaO1gKmiKK5tfskll7R44M7dgKmn9EmK90hnzobnVoeGswf0bnkhlZ7bHvEx3HX+FLz0BrwNbX4LOa1qa2ubdJZuKZzsLr1Ox/xzJlJrtRLgq+4+6K03EBsaQk5pKcmR7nccPtboHt1YtnErer2OQwVFdFFpHV5HO4/odTpSoiK4esJoALpGR7od0tTrdHjpDdRarfgZ6ztt+6j4RYhWo2FEWld+21v/nlNWVa1a7ZbklplRgPxSsypBRy+9ntE91AmVHstisVBaWt+Jtqqqim7durFz5042bdrE0KFDVf9Can9OPul5BTicTjILi+keF6NKXXN1/XOaW2rm6f99y8VjhtE7IU6V2g20Wg1bM7PZdTiHif16MaaneyHZaksd+3PzAQgxqR+mBggLMBHk50u1pY6E8FDV6uq09Z9XF40aCs3PLVLNqt372JaZzaR+vegZH0vP+FjVamcWFvP179tIi41mfO8e+Hl7E+LvR7C/n+on62g0Gsb17u667G79vXv38uSTTzJ58mR3hyaEEEIIIYQQ4jQ788wzj3v7ihUrWr0tNzeXgQMHMnv2bLy8vNi8eTP3338/gCugDPDwww8za9YsLrnkEj7++GPuuece9u/fz4EDB3j44YfJzs7mscceIz4+nptuukmVx9USp9OJ3W7HarWybds2vvzyyybjbDB48GDOP/98HnvsMaxWK7Nnz241+JuamspZZ53F4sWLmTFjRovdk7OzsykuLiYgIIAbb7yRNWvW4Ofnx5QpU7j77rtPKrBst9vZvHkzZ5999nE7NLvryy+/5PHHH+eKK67gnnvu8dh6hBBCCCGEEEIIIU5Wm4+EmEymVqfgzsnJITRUvQBLRzMmMggtYCvsQnZxKVN7dyMmOAhDpZmSykqm9u+Bv4+PW91pGzpPm81mHA4H/fv358ILL+T6669X50GcIkFBQQQFBTFhwgTVa2s0GiIiIiguLiY8XP2ApjgxNTuwelpDV+kDufkYFRtn9u1JRU0tE/v1wuhV32lUra7SDQx6HQa9+ttIq9Vww9njsNnteKvcJRWgV0Isn/62EZvFwk879qgWTh7bqzufrNlAZkExNXVWukZHqlIXwOhl4OapZ1JeXesKUG45mEVNnZXhaSmA+911g/x8ufSMERSYKxjZveuJ7+CGsb26U2ezkxYbhV6nTjeTnJIyVu7YTc/4WNW6Po+JCEKjCcJamEhBeTkz+qSxLyePndR3KO8f6EOoyeR299vC8gqWrt9MdFAghwqLcDjrA9t5ZWbVwsnnDhvIqt37Wbcvo36d5gpIaH+91sKjGXn1Jxml5xUwsrt7gXGDXoe/j5HKWgshHuj0DOBn9Ob2GWfjVBQMLXQX6uhWbt+DzeFg9Z4DpMVGq1r7t70HyC01k1tq5oxeae3qaHwiuaVlrNy+h+5x0Qzu2kW1ugsWLODrr7/mgw8+YPjw4arVbU1+fj5BQUFMnTqVzz//3OPrE0IIIYQQQghxco6dLXLIkCEUFBTw4YcfNgn9nnPOOcybNw+o7+77ww8/sHz5cr7//nvXiekbNmzg22+/9Wg4+djZE0ePHs2CBQtaXPZvf/sbX3zxBSaTidtvv/24defPn8+5557LV199xfnnn9/s9obvwp544gkmT57Mq6++Snp6Ok8//TQ2m41HHnnkhGM3m81YrVaio5sen1AUpcnspFqt1q3uxosWLWLkyJHcd9997a4hhBBCCCGEEEIIoaY2h5NHjBjBa6+9xplnnom3d32XSo1Gg91u54MPPmD06NGqD7KjaOhOe+6wgU2unzLojzPv3e1od8cdd+Dj40NSUhIvvfQSALfcckuH7ALckoqKCp5++mlKSkpUDao3BEwbjI2sPxipaXSd2gFT8eeg02goNJt575ffABjQJZFZIwc3XUilrtKnglaj4VBBER+t3kBSRBiXjh3pds1lG7eyKzuHqYP70b9LAtsyD9NXxQ7fpVXVKEClxUJFTS2+3up21A309SXQ1xeA7OISPlu7CQAvg56ByUmqrKNHXAw9VArDNjj288LpVEjPL6RbbDTDuqWo1oF1xfZd7M8tID2vgIHJiU3eN9uroftt49dSWIA/DqeTEH8/ooMDVRn/xgOHOFxUwuGiEsb17k5p1X6iggJV7QYd6OvLtMH9iQ0JpriiilFu1m4pkK0oCt6+vtiqqjCGhLkd2vbS67l5ykQqamqJDglyq9bx6LRaPBVLtjsclFZVEx5gUmWfPNbwtBS2HcpWNdjbYGByIkeKy+gWG+mx4PaK7bvZl5PP/tx8BqYkoVVpG40ZM4avv/6akSNH4nR6/sOvqKgIq9XK0qVLsVqtqnRUX7lyJenp6SiK4pF9RwghhBBCCCE6i+N1Rj6R8vJyXnjhBVasWEFBQYErJBsUFNRkuZEj/zj2aDKZCAkJYfDgwU3+f5eUlMT69evbPZaT8dZbb+Hv74/D4SA9PZ3nnnuO+fPn8+qrrzb7v+HHH38M1H9XsWfPHoYOHdpq3bS0NCZOnOjqnnyshv87p6SksGjRIqD+OzK73c4TTzzBbbfddsIGKopSf4zs2HF+99133Hbbba7Ll112GQ8++OBxax3P6NGj+e233/j2229lxiQhhBBCCCGEEEJ0CG0OJ996661ccMEFTJ06lYkTJ6LRaHjvvffYs2cPubm5PPvssx4Y5l+Hj48Pd9xxB7W1ta5wsqdU1NRyIK+A7rHR+Bm9Van5z3/+k6eeegqNRtPkwKW7GoLhf2ghjNKJAqbi1LI5/tg5Ki21p3Ek6tidnYvN4eBAXgG1dVa3aimKwvoDGSgKbM7I5Mrxo5udgOGu4Wkp1NZZCfb3Iyo4UNXajVmsNgw6PV56HTaHgyA/X4+tSw3HBlTz8/PZs2cPADk2xa0TPBoHg7vFRnMgtwCjlxeLv13J9CEDiAkJVi383MBLr2div16q1uyTGMfu7FyigwMZ36dHk/pqj98T3W8bWCwWysvLAaisrGzWKac9/Izeqn12n4jD6WT9/gx8vb3p38WNttKNvPPTGg4WFDEirStTB/dTpWaDjPxCMvILGZaWQkJYCG+s+JUQf39mDB2gSsi3e1yMap27j7eOA7kFdI+LVi2YDHDPPfdw7bXX4uvryznnnMOWLVuIiYnhlVde4cILL1RtPQ2SkpIYOHAg06dPVyWYvH//fiZNmoTT6SQ1NZW4uDgVRimEEEIIIYQQfz333HMPW7ZsYf78+XTt2hV/f38++OADvvnmmybLmUymJpe9vLwICAhocp3BYMBqPfljlDqdrknH4MYcDgd6ffOvrdLS0ggJCQGgf//+mEwmbr31Vn755RfGjRvnWu7QoUO88sor3HrrraxevZqHH36YpUuXYjjOLHTz58/n/PPP56uvvmp2W0NY+9jZh4YPH47T6SQjI+OE4eTg4GC8vLzIz89vcv2IESP49NNPAZg7d26T29qzjRYtWsS9997LHXfcgclkatZtWgghhBBCCCGEEOJUa3M4OTExkQ8++IBFixbxwQcfoCgK//vf/xg2bBj//ve/iYnxbFjjz0ZRFCwWS7PrG1/X0u0ARqPRrY5x7/3yG7mlZlKiIrjmzDHtrtNYly71HQq9vLzQdfBp4E+07S0WC5dccgn9+/fnnnvuabJMe7Z9fVfUAqKCAgnw7RydsP8sth06DIDRoOf8YYM8uq7tmdnsPZLH2N7diQwKOPEd2mF0z25U1lpIjAg7Gk6saXctjUbDuN492JGZzfC0ruoNshGjwcA5jTrMe0JOSRmv/fALep2OqyeMwdfbi7AAk2oBVofTybp9Gfh4GRiYkqRKzWP5+Pig0WjQaDQYjUa3ajUJPvsHExoWRnFxMdWWOj7fvJPevXu7N9hTJCE8lDvPP8d1ObOwmCA/3w4dPB8TEXTMyTSgKEHYipLIKzMzo08a4YGBbndPPpU2Z2Ty9e/bAQg1+RMTEuxWvSPFpRwsKAIg31zu9viOtXr3fnJLzeSXlVNeXc3B/CIOUsTQ1GRiPNhpWk1DunZhkIodkxuLiIigtraWwsJCqqurAfjXv/7lkXCyyWRi6dKlqs0A4uPjg7e3N7W1tS1+ESuEEEIIIYQQ4sTq6ur45ZdfuPvuu7niiitc1//3v/89JesPCQnh4MGDLd5WVFRE164nPkbZsMz+/fubhJMfeugh4uLimDNnDhMnTuT888/nzTff5IYbbmi1Vo8ePZgwYQKLFy9mzpw5TW6Lj49vMdjc0A1Zq9WecKx6vZ6BAweydu1aHA6H63uTwMBA+vTpA9DshN72bCO9Xs8LL7zANddcw80338xbb71Fv37qnhAuhBBCCCGEEEII0Rbt+la/a9euvP7661itVsrKyggMDHQ7SNXZVNbWkldaTkp0BLqTOADVGovFwtSpU5tc53A4qK6uxt/fn8zMTEJDQ0lMTHQFfxssX77crbBHw7iPDVG5Y/78+QwZMoQFCxZ0+HByS9u+sezsbNauXcuXX37J999/32Rbt2fb/7BtJ6t278fkY+SO885xa785kfyycr5Y9zvlNTVcMW4UsaHuBcla8vPOvWw8cJAJfXvSv4vnOo6qoaC8AgCLzc73W3dx4aghHlmPU1H4bO1GHE4Fq93O5ePU6x7eWERgAFdNGA2o0z02u7iE4soqNmdk0i0mCqgP02tVfG/wtLwyMzaHA5vDQZ3NRkJ4+7sOt2TLwSy+2Vwfzgwx+ZMUEeZ2zWYh1qhgxsdHotVo8Pcx4nAqqgVY/fz8KC4uBjhhN5f2cjidVNTUEuzv55H6a/els3zTNoxeBhbMmIzXcTrenE467bGd/gE0nD/8jxMj1O767Cm1ViveBgNBfr5oAINep0q35v15Ba7fh6eluF3vWINSksg3lxMVHMiGA4fQAPHhoYQHmE54346kIZisKApl1TUE+aobyg8KCkKr1aLVarn11ltVre0p8fHxbNmyhezsbP7v//7vdA9HCCGEEEIIITolq9WKw+FoErqtqqpi5cqVp2T9Q4YM4ZtvviE7O5v4+HjX9dnZ2ezfv5/Zs2efsMb+/fuB+q7EDZYuXcr69et555138PLyolu3blx11VW89NJLTJs27biNdebPn8/MmTNZvnx5k+u9vLwYNWoUa9eubXL92rVr0ev1JxWkBrjmmmu48cYbefnll5k/f/4Jl2/vNvLx8WHJkiVcfvnl3HDDDbz//vsnPUYhhBBCCCGEEEIItbnVcszLy4vIyEi1xtJpKIrCy9/+RHlNrUemI9+xYwdlZWVERUVRXl6OoigUFhY2Cye76/KxIzlUWETXqPY9h611Ho6Li3MFkz3V9dnTampqMJvNQH2oT42pyOtsdgCsdrurs4KaKmpq2Xn4CPll5Ww+mOW6fl9uvkfCyWv3pVNtqWPD/oMdPpx83rCBLP52JXU2O1a7japaC5+t3YTRy8DMEYPRatQJims1GpIjIziQV0BKVIQqNVtSWWvh1117SQwPo0d8rNv1KmosTX6u25fB8k1b6Z0YxwUjh7pdH+r3/1W79xFq8mdAsvr7S/8uCZRUVuGl19M1Wv3PpWB/PzQa0Gt1mHzUORmnpRBrsL864cNjg89jIweS1z2ZEJM/xqNfPKkZfrY5HDy/7HvKqmoY17s7E/v1UqVuYzV19dOD2ux27E4n7r8ri5Y4FAWcsG5fOt9s3o6XXk9yZDhzJ5+Jj7cXAb4+9cu4YUjXJPJKzQT7+9IjTt0ZNxyKQo/4WHrEx/LLrr0cyC1AAUw+9X93OJyK2+MH2J2dw7ebd9AnMY5J/T3bifyrjVvZcOAgveJjuWj0MNXq+vn5MXbsWLdPdjvV0tLSSEhION3DEEIIIYQQQohOy2Qy0adPH1599VVCQkLQ6/W88sor+Pv7U1pa6vH1n3vuubz11ltceeWVzJs3j7i4OI4cOcJLL71EQkIC5557brP77Nq1C5PJhN1u5+DBgzz//POEhYUxadIkAMxmM48//jjnnXcew4b98X/nm2++mW+++YZHHnmEl156qdUx9erVi/Hjx/PTTz81u23+/Plceuml3HXXXcyYMYP09HReeOEFLrvsMkJCQk7qMY8bN44bbriB559/nr1793LOOecQERFBZWUlmzZtoqioCD+/P074b882ahAYGMjrr7/O7Nmzufbaa/nggw+Ija0/hvztt98CkJ6ejsPhcF3u06ePaxkhhBBCCCGEEEIItbQ5nLxo0SKKi4t56qmnmt12xx13EB4ezt13363K4DoqRakPmALU2Wyq1R0TGYROo2GbrT6A5e2wMWNQXzYeOMTwtBTSooJxKAqrCsxurcfhdJJTUkZkUAC9E+LaXaelzsPl5eVs2bIFrVZLXFwcs2bNavG+HS0I07DtG7zz0y6qqqoA6B4VzpmxYW5v+8kD+xAVHEh8WAh6D3SV/njNBjILizEcrW3Q6UiODGdwSpLq6wLoFh3J7iO59E5s/z50rD3Zuew8fITRPboRHRKkWt2wABPzzjmT9LwC+iTGse1QNgeOdu4cmJJEcqR6QeIrx4/Carfj7cGuriu272JTeibr9mdw98xp7a7jcCo4nE5iQ4IxGvScO2wgDqfCniO5KNQ/H2p1eP1t7wF+3rkXgLiwEFU6mDYem0ajZWK/+oCgU6H+jRr3OtQ2vm9SRDi3Tj0LvU5XH850ul+/sZySMn7ZtZdeCXH0S4o/8R1OoHnwWYO/0RujQa9qt/wGq3fvp6yqBoCswmLV6wOM7ZWGv9GbiMAATEc7S7dXw33tDidZhUXEhAbjc8xJKGp3Ny6vqaHOZiciMEDVumpr+JzbcTgXqP97Z29OHr6R0QQGBkJFyycdtYXJx4fLxo5wu05LGn9OO4LCMJlMVFZWsutwDqaYPNX+9li//yClVdWs3rPf4+Hk3FIzADmlZR5djxBCCCGEEEKIv46nnnqKBx54gHvuuYegoCCuuOIKampqeOONNzy+bl9fX9577z2eeeYZnnvuOcrKyggODmbMmDH8/e9/b/H/7nPmzAFAq9USGRnJ8OHDue222wgKCgLgySefxOl0NvtuytfXl/vuu4/58+ezcuVKJkyY0Oq45s+f32I4uW/fvixZsoSnnnqKm266iaCgIC6//HJuu+22Nj3uBQsWMGjQIN5//30efvhhqqqqCAwMpFevXvzf//1fk+9a2rONGouIiODNN9/k0ksv5dprr+W///0voaGhzcbccHnRokXMnDmzTY9HCCGEEEIIIYQQ4kTaHE5euXIl8+bNa/G20aNHs3jx4j99OFmr1TBn0lgyC4vp30W9zm06TX2Y7NIzRrArO4cByYmE+PvRp3H40+n+er7auIVN6ZnEhQZz0+TWD8a1R0VFBYqi4HA4yMrKwt/fn4gIz3WQ/fr3bezOzmXq4H50i4lud52Gbd8gKSKMjPxCAKKDj3YgdXPbe+n1DE1Ndq/IcTQE6yKCAogLDaZ3QhxdIsM9si5FUdiedQSH08mhgiJGdk9Vpe5nazdhsdmorLVw7cQzVKnZINTkT6jJH4BusVGs35+B0ctAnMpdpTUajUeDyQAxIcFAJuEBAXjp298Af1WhmcLCQnYdqu+0veJQDgEBAfhFRBFqcxAREaFaZ92IwAA0gJ/RGz9vb1VqHjs2RVHYs2cPFRUVdO/e3fXlhLv1FUVh9+7dVFZW0qNHj/qApsq+27qDg/lFpOcVqBJOPtaK7bv5acceukSGc53Kry2AIL/6js96rZazB/Zxu15DMLjaUodep8PboEej0TK4a7LrdnfCww3P7Z49e8jPz8ff358hQ4a4Pe7WlFVV88LyH7DZHVw2dgSpbnxetfS4swqLyS01M6hrEl56vSrB6uTkZBRFobq6Gn9/f/z9/d2u2RJFUSivqSXA1wetyjMq6HQ6UlNT2bNnDyaTCaNRna7nACPSUqioqVX1BJ2WVNTUYrXZMBm9mTFkgEfX1RkoisL27dv5+eefsdvt6PV61ywdHX1WDiGEEEIIIYToSBITE3nnnXeaXX/LLbcAMGzYMPbt29fs9pUrV7Z4n4b7nazw8HD+7//+74TLzZw586RCs48++iiPPvpoi7dNnDixyWNprWafPn1afMwAo0aNYtSoUSccx4mMGzeOcePGndSy7m6jhIQEVq9e3eS61h6fEEIIIYQQQgghhCe0OdVWUFDQ6vROMTEx5Ofnuz2oziAyKJDIIPUDagBRwYFEBdfXrqq18OHq9Rh0Oi4ePQyDG0HEBiWV1QCYq2vcrtWgofOwJdSfz2ur2Z+ThwLs37uXyV0TXNPAu9v1uTGnorB2bzoKsCn9kFvh5GON79ODvknxOBVFlQ6vp8JFo4aSVVRMfFiIx8OxGo2GLhFhpOcXEmryO/EdTlJyVDi7s3NJjlIv0H5sSK+ssooPVq3D6OXF4K5d0OvcC/I13NfpVMjILyAyKBC708mOrGx6xscSHmBSvQPr0NRk0mKj8PX2RqvRulXLZDKhP/q+4nA4WLduHTqdjqFDh6oa5OuVEMvfz52M0cvQrEOtWqxWKwUF9R2x8/Pz3Q4nN7BYLBQW1p+sUFBQ4JFwclpMNAfzi1R9H2ssp6SsyU81Waw2LDYbl4weRmJEGCYf9/ebVYVmSktL2b59OwaDgSFDhuDlgf3GfnQWBJuKsyC0pNZqw2p3AFBeU+tWrWND+TabjTVr1qAoCruKy+jatWubaxqNRpYvX97seovF4poB4bPPPmvxPcHd94nlm7axbn8Ggb4+dI+NZsrgfkDbAqbHjn/dunUsX76cK664gttvv50uXbrQs2dP7rvvPtLS0lQZf/e4GLrHxbTrvm2xPzefwopKAOxOh8fX15EpisItt9zCK6+8gs1mIyoqih49erj20d69e/Pcc89JQFmIPymD0Yeb3/y4w9RRs1ZHq2MymSgvL3e7jpq1OlodNWt1tDpqvkY62mPraHXUrNXR6nTE/UgIIYQQQgghhBBCCCHEqdfmpKuPjw95eXkt3pabm4u3Sh0xRb29OXlkFhYDcLCgkLRY94Iw5uoaSsrrQy6+Kj5XDZ2H/by9uGLcSH7euZcft+3C7nBgc9hV6Tzc2Ds/reZISRk94mMoqaxiRFrbw1gnEmryp6KmltzSsqOdatXjdCocKSklIjAAo5c6QWKDXkfX6EhVajXWOFh7pLgUg15HZFAgvsb6/ef3jCzO7KvOlPazxwzHYrOpGl5tHORzOBxs3LiR2tr6cOCRklL2mKuIiWn/66qhfkZGBocPH8bLywtvb28qKytZn5HF0KFD3Rk+AHU2G+U1tUQEBriuC/St71TrTvB5TEQQOm0wExOmggJbDmWyj/rtlOKtISUiCIXmYciTdezYrHYHyzZtIzE8lFE9uqk0/j9CaIqiYCtK5khxCdP7dCc2NBiHU2n3+BvqK0oQtqIkckvNTO+TRnRwkGsZd+o3NqpHKonhofy6ex9bDmYxIDnR7ZqNTR3cj+C9vh4JUy7/fRtbDmZh9DJw76zpqtWtrKxEURSsVit1dXWqhpMbntshQcPYnpVN16gIwhu9vkC95xYgJiSIi0cPo6rWwuCuXVSp2UCr1WIwGLBare3eRhqN5oTTgRqNxhMuczIcigJO2JeTR16ZmfSjsxSU19Sy/sBBusVG06WNJ6gcO/6LLrqI4uJiduzYgdPpZM+ePezevRuHw8Hnn3/u9mM4lbrHRdMlMxyDTqvqiTudlVarRavVun4XQvx12CzundwD9WE5Neo01KqsrHS7jslkUu2xqTUeNeqoWauj1VGz1p+1jpq1/qx11Kz1Z62jZi2TyURFRYUqdeREOCFOzOFwoCitH+/Tq9B8paP5Kz5mIYQQQgghhBBCiJPR5qMiAwYM4M0332TKlCkYGnVntdlsvP322wwYIFNOq6lbTBRxocHodTq6RIS7Xe+dn9ZQcXT66yA/90NGrRnTsxtGg4EgP58mgUo15JeZ2Z9b3x31SEkZd50/BXAv5Nggq7CYD1atIyIogAtGDOGF5T9Qa7Vx/vBB9O+iXljwm83bWLsvg8igAG6ZOkm1up7QEM4rKSlh+/btaDQaBg8ejNlZ/4WMzmBgdVG5Kl/QaDQaj3XVhfoAcUMwuYFBpS7TDofD9bMhnKzGyRo2u4PF366kpLKKMT3TGNG9K36N6rqz3+u0mqP/6j8KhnRNxmp3kF9m5r2ffyMxPJRrJ45td/1jg5179+4lLy+PfTl55NgUwsPD3dpvGsb/Bw3nDlXvM+iP+hrOHz5Itbqt+X7rTg4WFLE7O5fwABPRKp4UEWryZ/oQz3w++xw9wcJoMKDW97RjIoIYEWriFy8dAX6+DE9NaLaMO+Hhhuc2wNfI6B6pbo72xKpqLfSIi0Gvqw9TqhnKB4gY3Jel6zdjrzAzJqIPoFEtWK22VQVm6urqWLt2HYqiYDL9MTuBl5cXB21wxM1ZFrp3787q1atJS0tj586dBAUFUVZWxsSJE90c/annbzRy3cQzXJfV7sTvaXa7ncWLFzNu3DgGDhzoVi2NRsNzzz3HbbfdxubNm5k0aRJeXl6uzxGj0ShhESH+5JbMvcqt+zd08XS3TuNacXFxbtVp6Aaq1mNTazzu1lGzVker0xHH1NHqdMQxdbQ6HXFMHa1ORxyTdHAW4uRMmjSJnJycVm/ft2/fKRzNqXH11VezYcOGVm9fsWKFKu+LQgghhBBCCCGEEJ1Nm8PJc+fO5bLLLmPatGlccMEFREZGkp+fz2effUZubi4PP/ywJ8b5lxXg68NNkye4LrsbSmkIRiWEh3LJmOFu1WpNRU0tv+7aR5fIcOrsDtbuTWdot2TaOk17awrMf3Q7iVQ5+Lw9K5sqSx1V+UUUVVRisdmA+sekpooaS5Ofatp7JI8DufmM6tmNEH8/1era7Xagvjutw+EgOTmZsLAwfH193QoDNd6nqywWdh3OwdfLi8jgQFewXa0gn73An4Zj41qNhpnDB9MnKV6V7rojwwaxPTOCuNBgwgICyCsrIyooCINe51b9X/JLKa2qBmDV7n2s2r2PsLAw+vTp0656x6PXaRnbK40PVq0DILu4FIfT/ZbnFouF3bt34zxaS6PRsGvXLpKTk0lMVLdDcGcWERjAwYIiADKLilUNJ3vS5AF96RYTxeGiEl5c/iMT+vakV0KsWzV1Wg1eegPnDOqr0ihPn40HDvK/DVuIDg5k7uQz0Wrd+yxsHsqHI8Vl2B1OsopKqLZYCDjaWb2j0ul0rm7PUVFRBAYGotVqSU5OViVc+sMPP5Cenk5ycjLTpk2jX79+fPTRR0RESOfhUy09PZ0FCxYQEBBAcXGx2ycEaTQaUlJSSElJUWmEQgghhBBCCCHUtHjxYqxW6+kexin18MMPU11d3ertcjxCCCGEEEIIIYQQf1VtDif369ePxYsX889//pOnnnrKdX1CQgKLFy+mb9/OHyQ6kbKqar7fupP4sBBGdvdcx0Wbw4Feq1W1C9xV40eTVVRM1+hIvDw0ndj3W3ey9dBh1u3PcF2n12kZmKLOVPapMZEkRYThdCrMGjlYlZoAdoeT3dm5ACSGh5IcGc4VY0dRXFnJkNRk1dYDMH1of2JCgugaHalqXadT4YNf1+JQFDLyC5k/dSIGnc6tmg3hWyUyiJ2Bfngb9HSLja6/MToEcK+DaeP7bdu2jdLSUqA+gDR06FB83QzZNQ7yTerfi8zCIrKLS9FptfTrEu/266uhvo+XgWHdkqm21JGRn6/aa0yv19O3b1+ys7Nd26a4uBhFUVTvEGl3ONFqNJzVvzfeBgPdYiLRabXtrtew76zdm+7qMHTRqGF8vm4jdodCrFHPmIgg1Tq8Wu12SiuriQoOVKVeS8qqqikwl9MtJtrtkOmxEsJDyS01E2zyY1BKkqq1PUmr1dA1OpIPV6/HYrWxZs8Bt8PJjX2/ZSdZRcVMG9Kf6OAg1eqeKtnF9a/bfHM5Vocdo1adbu2NjezelbLqamJCggn29+tw3XWNRiPLly9vcl1paSlZWVncf//9AHz22WcYjcYW79ue9fXu3dvVKV+j0TTp0Cw8R1EULBYLFouF2tpaiouLgfopsLVufJ4IIYQQQgghhOgc0tLSTvcQTrnkZHW/OxBCCCGEEEIIIYT4s2hXcm7MmDH88MMPZGZmUlpaSkhICElJSSoPreP6ddc+dmQdYUfWEfokxmPyaXtw5kR2Z+fw4ar1RAUHcsNZ410dj93lZ/SmZ7x6obGWhJj8Xb83RPcCVezi6OvtzZxJY1WrB/XhWqvdRrWlDoDwwAA2HDiE3eFgaLcUtBqNqmEvf6ORsb27q1avgVarIcTkT1FFJcWVVWzJyDratbr9/gj3auifnKDOQFuhbxTmVRTF1WlXLVqNhgtGDuG3PQfoFhvlkenf31q5iryycnolxDJbhe7kYyKC0EUFY09L4pvft5NVVMzQbskMVSEY3tiRklLe+HEVPl5ezDtnAjOHD3LVb6+GfadnfDRbM7Pw8fIiLTaS6yaOJb/MzIDkRFWfgyXf/UyBuZwRaV2ZOrifanUb2BwOFn+7kpo6K2f0SuOs/r1Vq11cUcnHa+qnfyyurMTpVP9EH4vNRnZxKUnhYRj07p200JIRaV3ZnJHJkFR1TkQBqKq18Ovu+uk+1+5NZ+YI9U5IORVq6qwM65aMXqclKSIco5tdY4/ldCp8tnYj+eZyLhg5pMOGtzUaDT4+Pk2ui42NJSQkxHXZaDQ2W8ZdmZmZWK1WvLy8VK17qlTU1GKx2VyzCHR0iqJw6623smvXLgAKCwuxHZ2BIjg4mNtvv53nnnvOI5+9QgghhBBCCCFO3gsvvMCLL75IREQEv/zyS7OTSa+//np+/fVXxo0bx5IlS1i/fj1XXnml63ZfX1/i4uK44IILuPzyy9E1ao5xzz338MUXXzBjxgyefPLJJnXvuecedu7cybJlyzz7AIUQQgghhBBCCCFEh+BWW8+kpKS/VCi5QdfoSH7PyCQmJBhfb88EXrZnZuNUFHJLzdTU1RHg635gp6WQYYG5HKvdTnxYaKvLtNWEPj0wV9VQVF7BhH49CPL1JTwwoMN1cmxsVaGZ9PR0nIqCTqejxsuHrzZuASDLYicyUt0Ox550xbiRLP52JTa7wyMdZEsrq1hzNNyb1tBB2Q0N3XUBRoWN4FBhERU1tQT7+5ESVT/lnVoBXIBQkz/Thw5QpVZL7A7n0Z8OVeo1BHx1Wj3nDR+oSs2WZBWWYLXbsdrtFJZX0MUYrlrtEJM/N0+ZCEBlrQVvg97Vjdzd94WKmlq+3byD8EATxRUVAGw8cJCzBvR2u2v4sRRFweFU9/lt4OvthZdej9Vup6bOSm6ZmeRIdad8fPenNWQVldArPpbZZ7gfnD/WmX17cmbfnqrWVICEsBBKKqvomxSvam2AvUdyWf77NnrGxXLOIHUD4ebqGl78+kesNjsDkxOp9cCUpiVVVWzLzAZgy8EsogcFqb6OzmrZsmWce+65aLVahg4dqnr93FIzn63dSFRQELNGDFa9k7q5uobnl/2AzW7n0rEj6BEXo2p9T2kcPI6IiKCwsBBvb+8mQXQhhBBCCCGEEKefwWCgrKyM9evXM2LECNf1paWl/Pbbby3OZrdo0SKSk5OprKzkyy+/5P/+7/+oq6vjhhtuaLbs8uXLmT9//l/y+yMhhBBCCCGEEEIIUa9d4eSqqip+/fVXcnNzsVgsTW7TaDTMnz9flcF1VIeLS0gID+XcYQPReWiKanN1DQAGnU6VYDLQLNxZXV3Nxo0bURSFPn36EBYWpsp6AGaOGKRarVPFbre7fvf19UWr1aIoSrumlD9WawHM4opKfLy98PP2diuk2fi+gX5+3D5jMg6ngq+3l+s2tcLhX2/ezt4jeaw/cJArx42km5sB5T86M4POS0+POPcDz6eD06lQY63jyvGjyMgv9HiHcrUNSkmisLwCP6M3iRHqvRc0VlVr4fll31NrtXHx6GH0SYxzu+Zvew+wPas+nJkSFUFGfiFQ/3ygYja5qLyC4soq5kwaS16pmT4qB2V9vb2Zd86ZLN+0lSA/X5Ij1QuHAxzIK6Dq6Od1jQdCsp7y1spVFJgr6JeUQNdo9U8S2XjgEGVVNfy29wBnD+yDVoWOrg5FASeUVdVgsdZ3jd2UkQkZsD8nnwtGDW3SUcgdof7+9E2Mp8BczoAuiarU/LPYv38/TqcTp9Pp6t6rpi0HsygwV1BgrmB8n+6EBZhUrV9bZ8V69O+S8qN/E3rKJ598Qk5ODrfffrtbf/NoNBqee+451/8NFEVxXQ/13bGla7IQQgghhBBCdAwGg4ERI0awbNmyJuHkb775hoiICGJjmx/bTE1NpU+fPgCMHj2aXbt28dlnnzULJyclJVFXV8fixYt5/PHHPftAhBBCCCGEEEIIIUSH1eZw8rZt27jhhhsoLy9v8fY/ezi55GjXWID1+zOYNri/R9aTGhPFkZIy0mKjPFIfwOFwuIIjjYO5f0VjIoIYHjqYbYcOkxAWSnRIEGfEhuF0KgT7+wHude9t6X4FBQXs3r0bg8HAsGHDMBgM7R5/Q32bzcbWrVux2Wz069cPPz+/dtdsye7sHHJLy1yX9+bkuR1O/rNY/O0K8srKiQoOZN7kM1Xvotngo9Xr2Xskj3OHDaR/lwRValbVWtBqtZw/3LMnFdRardQeDWuWVVWrUjMlOpJ1+zIICzRx0aih7Mg6QlxYMN4GtyYGaKKmro7F3/6E1W5nbK80eifGqd6VGSAswJ+rJox2XVbjhIKthw6z9VAW6XmFGHQ6JvbtycCUJLfrnioN4Uyrhz6jhnfvSll1DT3iYlQJJgOsKjAf/U1Lt27dqKioID8/H4B9ufk8/+1PDB48WJV1abUaLhqtfldgAKfTyZw5c9iwYQM9evTwyDo8ad68eZSXl/PJJ5/g7++vSs2G4DlAv6QEMvILiQwKJNDX748TgRR1TgSKDgni4tHDqKipdXWa94Tq6mquuuoqAHQ6HXfddZdb9TQaDT4+6pxUJ4QQQgghhBDCs6ZNm8ZDDz3EQw89hJdX/QyRy5YtY8qUKWzfvv2499VoNHTr1o2VK1c2u81gMHDllVfy6KOPMm/ePBIT5YRqIYQQQgghhBBCiL+iNqe3Fi1aRGRkJK+99hppaWmug1Z/FUF+vqRGR5JbZqaXhzqj5pSUkRAeyn0XTsfoRmD1WGMigtBpNWQWFhNq8sMUFUwPf28sNhu9E+LQaDRuBXBPJZvDAQoY9OoEBHVaDV56L0Z27wpAeU0NWw9mkRYb7erqq7ba2lqgPlBss9ncCic3qKyspKqqCqifgk/tcPKP23ZTUWPBW68nPiyEEd1TVa3fWSmKQl5Z/Qkb+WXlHCkpJSE8VPX1mKuq2ZF1BIDtmdmqhJMPF5Xw+o+/otdpmX/OmYSY/NmRmY1DUVQLPzcIDwxg9pjhlFZVMSKtqyo1U6MjeeDic11d7IenpahStzFF+aMD6Jq9B/hl1z5mjRjMgGT3vlhpHHRsqF9ns+NUjnY9dyPk6FAUis2VfPrbRtd1TkWhX5cE9Do9DqeiWojSk66eMIaMvEJ6q9BluyWp0ZGkTpvkkdoAsbGxxMbGEhQUxN69ewE80sW3vKaG4ooqkiPDVetM+9JLL/Hf//4XgLy8PFVqHmvVqlVs3bqVyEj1u2IbjUbuueceVq1apVrNP4Ln9XoNHMTBgwd54stvSUlJITxc3Y7nanSXPxGDwUBwcDBms5muXdV5XxZCCCGEEEIIcWqceeaZx719xYoVx719woQJ3H///fz6669MnDiRnJwctmzZwkMPPXTCcDLUHy9ISGj5+OGFF17IkiVLWLx4MY899tgJawkhhBBCCCGEEEKIP582h5P37dvHU0895Zq+669Gp9U26WypJodTobC8giXf/YRTUbhw5FBCTf6Ya2roHhvtCg+3l06rYfWe/fywdSd+Rm8WnDuZ7nGdo+tt48e9KeMQ323egVaj4bpJY4kIDGi2jLv+t34z+3ML2Jh+iLtnTnW7XkMwvDFrmIm1/j6EBvjTOyHWrWB4Q317eCAH9+2j0mIhTKswLirYtYy7wfODBUXEh4VQXl3DiO5dmdivV7tr/dloNBrCTP4UV1bhZdATGRTokfUcyCtw/Z4cqU4IrrC8AofTicPppKy6htKqaj5aswEAb71e9c7YvRLUP6mjIZjsKX5Gb64/axyHCor4ZnP9FzPlNbVu1z026FhTU8Pvv/+O0+lk4MCBmEwmt2o3nPRgs9mIjY0lIiKC135eS3l5OWlpacTExLS7fuNg9cH8Qn7euYe+SfEM7prcdBk3hZr8CTWp0/XWk4xGI8uXL292vcViYdasWURHR1NeXk5eXh6DBg1qsqzRaHRr3Va7nWe//B6bw8GItBSmqjSjw1NPPQXUv79FR3vmb4V//etflJWVUVFR4ZH6p0J2djZOp5MjR46oHk72NKvVyubNmzEajSxdupQZM2ac7iEJIYQQQgghhDiFjEYjEydOZNmyZa6fKSkpdO/evcXlnU4ndrudqqoqli5dyrZt23j22WdbXNbLy4sbbriBRYsWMW/evFZDzEIIIYQQQgghhBDiz6vN4eSQkBBPjEMAqwrNVFVV4Twa6NpSWErG2o0oikJqaipxce530Kux1AFQZ7PhcDrdrneqNIRqzWYzW7ZscV2/8lAOUVEO1dcXdLTjcJCfryr1dFpNs3Cyj5eBCX17qFpfp9XVd5UGNhw4yMCURGJCgk9w7xM7VFDEGz/+CsDVE0bTNVr9Lped3bwpZ5JbaiY2NBiDTp2O3scKC/DHS6/DS29gYEqSKjX7d0mkoqYWb4OBlKgIckrK0Go0KIqCj3fn6Ix/uKiEfTl5DElNVu01e6yYkCBiQoIINflRUlnF0G7qd2iura3FbrcDUF1d7VY4Geo7og4bNgy73Y6Pjw8Oh4Py8voO32VlZW6FkxsHqzdv3kF5eTlHSs1U+bv/ftMZaTQafHx8jrtMbGwseXl5JCcnn3DZtiiprHa97+88nKNaOHn27Nk8+eSTKIpCcXGxKjWPNWvWLH777TePdE5Wy4mC5wkJCRgMBh555BGmT5/e7L4dWVVVFbW1tdTW1nLo0KHTPRwhhBBCCCGEEG10os7IJ2P69OncfPPNVFdXs2zZsmb/t23soosuanL5hhtuYPLkycddvqF78qJFi9weqxBCCCGEEEIIIYToXNocTr7iiiv48MMPGT9+vGpTh3c2v2dk8sPWnQxKSWJS/96q1vb392fAgAHYbDZMJhMZGRmq1j+zX0+C/H2JDQnGx0u94OGxXYs3ph+kqLyScb174Hs04KhGZ2Ndo9BnWFgYERERbtdsybQh/RmYkujqytyZjOvdnW+37MCpKKzcsYfZY4ar2lk2t9Qs4eQWFFdUkp5XQKCvD8H+fh5Zx/7cAqx2B1a7g8pai+u15Q69TsuEvj1dl2NDg5k/ZSKKohAVHOjW67Zxd127w8mr3/+EuaaGmcMHk3a0I7Ma3XXf/XkNtVYbBeYKLh830u16jZVVVbM7O4eu0ZEE+PrQPa79gV5oOejYEHIMCQnhgQcewGaz8Y9//AODwdDkfu2p3bh+dXW167rrrruOBx54oE31WxMZGUlVVRVRUVHtrtEaRVGoqbPiZ/T2SG2LzabqZ+HxfPXVV+zevZvRo9WdfSEi0IQGUKjvdq6W//u//2P58uVs376d3Nxc1eo2duONN/Lll196pPaHH37If/7zH3Jyctw6uetEwfMuXbqwfPlyVQLnjd8zFUVh1e59WO0OxvXugV6n/WMZlQQFBREbG8uoUaO48sorVasrhBBCCCGEEKLzGDlyJH5+frz00kvs37+fl156qdVlH3/8cVJSUigtLeWVV17h1VdfZciQIZxxxhktLu/l5cWcOXN44oknmDdvnqceghBCCCGEEEIIIYTooNqcYnE6nRw8eJDzzjuPcePGERQU1OR2jUbD1VdfrdLwOqZN6YeostSx4cBBVcPJYyKC6rvrRv3RebJfwHjMNTV0j41Go9HgcCquLsLt4aXXMyKtqwqjbarxmGpqali/cSsAeRYbKSnudxhtvG2GhAVgdziJC2vaxdvdbdOYVqMhLrRzdgkf2T2VIyWl7Dycw94jeWw9dJhBbnTZdSgKCeFhdIuJYn9uPiu272ZQSheMXoYmy/xVNYTJ3vtlLRU1tRwuKuHK8aObnLyh1vbpmxjP3iN5hAeaCAvwd7te4yAcwNaDWWQVlTCuT3cCfX1xOBW3xt64u25eXh755vquvR+sWsfo0aPRuxmkbBi/0ctArdWGr7cXReWVvP3TajTANRPPwN+NwKBDUfhw9XpySsrQaHai12q5duIZTbqRt3X7HC/oqNFo+Mc//tHukOOJQpReXl4EBARQVVXFmDFj2ryeE4WfAT777LMWg87tDT9/tnYTWw8dZmT3rkwZ1K9dNVrzwap17M7O5cy+PRnfR50u9scTGBjIhAkT3K5z7OtWUWDWyCFsyzzM6B5pbr9uG7v77ru58cYbiY2NVaXeqXTnnXdy5MgRoH7Whc6g8XtmSUkJ27fvBmDt/gx0Oh0DBgxQteu2VqulW7duvPXWW6rWFUIIIYQQQgjReeh0Os455xzeeOMNBgwYQHx8fKvLpqSk0KdPHwAGDx7MOeecw+OPP86YMWNabWRz8cUX8+qrr/Lyyy97ZPxCCCGEEEIIIYQQouNqczLsiSeecP2+b9++Zrf/FcLJZ/RK46cdexiYnKhqXZ1WUx/AbSQyKIAdh7MprqhkbK800Hb8btVeXl4YjUbq6uoICFCn83DjbRMb+kcwcHNGJtWWOkb2SG227Toy59HgmFbl7uM7so5Qa7UysV8v9uXkY3c6CPLzdatmQ1jKbqyv41QUFn32FV5eXnTr1o3w8HB3h11f3+HkSEkpUUEBLF2/haKKCi4cOZSo4EC36jYE+ZxOhaKKCkL8/dHrtKqFh1cVmDlw4AAVNbUAWHQGfmkUMFNTdEgQt00/S7V6jYNwWVlZHDx4EIC82jq6d++u2nqAJieyKIqC0+lsfeGTtKrAjN1up6yqBoDcmjq+z8jGXF1/+dsDh4mMbH+X71UFZixoXWO2ORy89fNv2O12evXqRWhoqNuP4VQyGo1s27YNh8PRrpNGThR+bliHmiHHzMLiJj/VdDC/CIBDBUWnJJysllUtvL8UltdwqLCECsc+evbUNb9TO51//vm89tprqtU7lS699FKefPLJ+teuzaZq7R9++IHvv/+euro6vL3V7+oNUFlZ6frdbrdjt9sxm80SIhZCCCGEEEIIoboLLriAvLw8ZsyYcdL38fPz45ZbbuH+++/nxx9/ZNKkSS0uZzQamTNnDk8++SQDBgxQa8hCCCGEEEIIIYQQohNoczh5xYoVnhhHp9IjLobwABOf/LaRrKISLhg5BJ1W65F1bT6YyZo9BwCIDwshKcL9IKjTqaCg8NOOPfyekcmkfr0Y6EZnXWjU2fiosdFnk28up7Siip5hARj0OlU7GwNkF5fw+brfAfAy6BncNVm12lAfls0qKiYmJAgfLy/V6pZWVrHk+5/RADecNY4Qk/sdcKF+e3y0ej0AM4cP4vYZZ2O12wkLMKlSPzExEV9fX3bu3AmA1WolNzdXtXDy52s3sT0rm9iQYHJKywDYlnmYqOA+btVtCPLt2bOH/Px8QkND6du3r7vDbaKwsBAAX19funXrpmrtUyUnJ8f1e2Bg+wPhrXXX3bhxI2PHjnVd9vf354svvmh237bS6XT4+/tTVVVFYGAgYWFhrkByWFhYm+sdq1evXpSXl2M2m6mrqyM/Px+A9PT0ThdOBoiMjOxU4caZwwexavd+Siqq+HbzDiYPdO/9oLFZIwezM+sIo3vWv2bN1TWYq2tIinB/vznVCgoKsNvtFBQU0L17d7Qe+pukM3n88ceZM2cOU6ZMUeW9oIHVamX69OnU1dURGRlJz5493arX2nvmf/7zH+688040Gg3Tp0/Hz8+P5557Dn9//yb3FUIIIYQQQggh3NWjRw9eeumlNt/vvPPOY/Hixbz66quthpMBLrnkEl599VU2btxIamqqO0MVQgghhBBCCCGEEJ1Im8PJnXFqb0/YlplNTkkZOSVljO7RrUk3XzXFhgRj0Onw0usJC3A/xFpRU8vib1diczhQFIU6m52N6YfcDicf2/VZg453Vq7Garfz087dLDj3HDdH3tTvGZnszs7BoNNhdzpUC/g29r8Nm9lyMIsgP1/uOE+98WeXlFFtqQPgSEmZamP38fJCr9PicDgx+RgJ8G1/ALG1sJTFYqFfv34UFBQQFRXFc889x9lnn93svu1RUXu087DVSp/EOIoqKunfJaFdtVpSU1PT5Kc7jt0+H3/8Me+88w7z58/nySefpKKighUrVrQY8j3dYbLjBeEeeOABYmNj+e2331oc58mMvbXuuikpKXh7e1NXV7/v//777+0KybY0fpvNRmFhITfccANQH0Rv7/iPt+/PnDmT4uJi7HY7F110UbMvbdrz3Obm5nLHHXdw+PBhEhLU298bU9zoDH66JUdFsH7/QUqrq1m9Zz9n9uuJQadOZ+AecTH0iIsBoLbOyotf/4jFamPa4H4MT+uqyjrUcrz9ctasWSQkJJCamso555zDHXfc0ey+f1VxcXHHnY62PQwGA127dmXXrl34+ro3MwG0/p45b9483n77bby9vfnwww871UkFDX777TdeeOEFbrnlFkaOHHm6hyOEEEIIIYQQQmUGg4G5c+dy//33s379eoYNG9bickajkeuuu47HH3/8FI9QCCGEEEIIIYQQQpxObQ4nN8jIyGDjxo2UlZVxwQUXEB4eTkFBAYGBgX/aIIzDqRz96aSmzoq/0ZuYkCDCAkyNbnM/BGauruH7LTuJCwtmZPdU7p45Fa1Wg5de73b9vDIzlbUWAHonxlFSUcmYnh7o9Kqp304AZVU1R3/XHP8+J6AoCv/9dS3peYXYHQ4UoHtsNFMG9yPE30+Vbd9YcUUFUP987DqcQ/ejITZ3pUZH0C0mEn+jkR7x6tQECAswceu0s7DZ7UQGtb/zLbQelgLQarVYrVbKy8uZNGmSaoGpmSMG8/2WnfRKiKFPonthspaCfPv27eOtt95izZo1AHz22WeqBXCvuuoqrrrqKqqqqrjkkkuw2WwsXLiQl19+2a3H4QmtPbfz58/n66+/Buq3gdpBuJCQEIYNG0ZVVRUDBgxg9uzZ7arT0vh9fHwwGAyuy+6M/3j7vkajYfjw4fzzn/9k7NixqnSnffrpp/nggw8AVOtC3tiaNWuYMmUKTqeTgQMHql7/VBjcNYncMjPdYiJVCyYfy+50YLPbAaius3pkHe443n556NAhzGYzX3/9NSNGjPDI+vPy8pg5cyb//Oc/GTJkiEfW0VloNBrWr1/P/v37WbBggUfX44n3hFPFYrHw7LPPUlxczLPPPsvAgQP/tP8/EEIIIYQQQojO5pZbbuGWW2457jLvvvuu6/dhw4axb9++Fpe78MILufDCC12XH3vssRaXu/baa7n22mvbMVohhBBCCCGEEEII0Vm1OZzscDh44IEH+OKLL1AUBY1GwxlnnEF4eDgPPfQQPXr04LbbbvPEWE+7VYVmAPLz89mzPwMAY1gkq4sq1F3P7n1sz8pme1Y2vRPi3OqAe6yu0ZGM7N4Vq93OlEH98NK3O59+XFqNhktGD+PH7bsY2CURnVbrdni4zm5nz5E8APyN3lRb6ugeF02Iv58aQ27mzH69eHvFahTAx9tLtbpfrNvM/twCEsNDVQ/ahfj7UWWxUGez423wzHPb0IVVURRVO7L+nn6InYePsCc7h/iwEA4XlRIdHEh4YECba7UU5Ovfvz+LFi1i6tSpgGcCuI15olttUUUlVpvdY53aPU2n0xEYGMgLL7yg6ra3WCyce+65rF+/nt69e6tWtyUGg4Hhw4erEkwGmDBhAi+88AI6nY7ao93D1fTtt99ScfRECzW6hp8OqTFRLDh3skfXYfLx4eoJYygsr2CQmzMJnEpms5nMzEwAnn/+eY+Fk/ft28fevXtRFIVvv/3WI+voTPz8/OjevfvpHkaH9t///peSkhIASkpK+OCDD7jmmmtO86iEEJ2ZwejDzW9+3GHqAJhMJsrLy92uo9aY1BqPWnXUrNXR6qhZ689aR81af9Y6atb6s9ZRs5aaYxJCCCGEEEIIIYQQQghxctqcXly8eDHLli3jrrvuYsyYMUybNs1125gxY/jiiy/+tOHkBr6+vmi12uN2MnRHSlQEGw8cIio4EF9vb1Vr67Rapgzqp2rN1vSIj1G1M7DRYGBS/94czC9k8sA+hJlMGPSe6aIJ0DUqklumTcLhdBIdHKRaZ2aLzdbkpxocigJOSM8r4P1ffsPX24u5k8/E38fYdBkVdOnSBX9/f9577z38/f3drtcw9o3phwBwAr/s2s/GAwcxGgwsOO8cdB7qlqqW6upq1qxZQ//+/Rk4cCCVlZWtdglpr+KKSl5c/iMOp5PLzhih6murs9u6dSs//PADAEVFRad5NG0zZcoU9u7dS7du3di2bRuLFy/m73//u2r1586dy/bt29m6dasqr9djvf7663z88cdUVFQQEND2Ewk6ki6R4XSJ7FydagMDAwkPD3fNYuEp4eHhlJSUcN5553lsHZ3NXXfdxc8//0xycvLpHkqHs2rVKh544AFCQkIIDw9HURQ++OADzjrrLGJjY0/38IQQnZTN4v5JXAajjyp1GmpVVla6XcdkMnWox6bW44L6x9bRtlFHfGx/xjpq1upoz39H3UYdrU5HfK9Vq07Dyb9q1NJo3JthTgghhBBCCCGEEEIIITq6NoeTv/jiC+bNm8c111yDw+FocltcXBxHjhxRbXAdzZiIIHRaDUQFMyE+Eq1Wg6+3Nwdy8ymqqGRIajJajdbVYbm9esbH8uDF56I7GoD2BIfTycrtu9FqtYzv3QOttnMcEB/bK42xvdJOybrS8wr44Nd1RIcEcc2ZYwD3t9HhohLG9+5Br/hY0mKj3B/kUasKzNjtdjZt2oxTUaiy1PHTkUJMJpNq62ig1WqJjIxUrWvkqgIziqJgsdmB+i9oMkrMAFgdDlYVmDt8OPmSSy5h2bJljB8/Hl9fX3x9fVWbvr4hvF1rteFwOoH6/ahbbPQft//FDRw4kHHjxvHrr79isVhO93DaTFEU1+dpaWmpqrVjYmL48MMPXR3D1TZ37lxsNhshISH063dqTnzpTP71r3/x888/k5CQ4JH6Go2G3r17Y7VaWb58OXl5edx8882qr6dXr1589dVX+Pl5ZqaCzuiTTz5BURQKCwtP91A6FEVRuPbaa8nNzSUvL4+xY8ei0WhQFIXnn3+exx57TEIYQoh2WzL3Krfu39Cd2N06jWvFxcW5Vaehi2dHeWxqPS7447F1tG3UER/bn62OJ8bUUZ7/jryNOlqdjvhe21HqNK4lhBBCCCGEEEIIIYQQf2ZtDicXFBTQv3//Fm/z9vamurra3TF1WDqtpj6cDAT61XdMNlfX8P6vv6EoYLPbGdu7hyrr0ns4jLkz6wi/7NoHQHRwID3jpZPdsfYeyaPObiezsJiKmloCfH3dqrc7O4f//roOrUbDzVMnEuyvbsirvLyc2tr67jTh4eEeCSZ7isViwXk0eOvv7+/qRKPVajt8MBn+CJSWlpYSEhKiau1VBWYcDge1tbVotVqcTie/7c9AHyWv2QZeXl5ERkbidDrJy8vDbDZ7pKu9p0RHR9OvXz9qamq44447Tvdw2uSCCy7gk08+ISws7HQPpcPZs2cPixcv9miA9f7772fVqlWYTCbWrFnDm2++yTnnnENKSorq69JqtarXbOB0Ovn4448ZOnQoPXqo83eUJ7377rs4HA6MRqN0Tj7G4cOHUY6eNBMYGOgKIjscDjZu3Mjhw4dJTEw8nUMUQgghhBBCCCGEEEIIIYQQQgghxCnQ5nByaGgo2dnZDB8+vNlthw4dIipKvW6wnYGXXo/R4EWt1UqAb+cJw0UFB+Kl16PVaIgIDDjdwzlpZVXVrN+fQVpsNF0iw1Wr29Cd1ulUcChO9FotQ1KTKamqIiY4mABfX7c71NYd7QzsVBQ+WbORuNBgpg8dgLadHQSNRiPLly93Xa6qquKyyy6jvLwcvb7+pf3ZZ5+12MFXra6+7XXs2B0OB1deeSXbtm0jKCiI0NBQ9Ho9V111FTfccEOz+3Y0H330EZ9//jlnnXUW8+bNU73+5s2bqaqqcoUDpetkc1dccQX/+9//CA4OJigo6HQPp82Cg4MJDg7G29v7dA+lTf773//y2muvMW3atNM9lA7nxhtvxGw2o9FoPBZgfeutt7Db7VgsFvR6PSkpKZ3y77BDhw5x9dVXExgYSE5OTofv0Pziiy9SXFyMwWAgJCSElStXUlRUxBVXXNEpTqjxpISEBGbNmsW6deuaBNp1Oh0DBw70WBdxIYQQQgghhBBCCCGEEEIIIYQQQnQsbQ4njx07lpdffpkzzjjD1SlRo9FQWVnJu+++y/jx41UfZEfm6+3F3HPGU1tnJTY0BIfTvQBreU0Nv+zcR5fIcPokuj9NYGsigwK5a+YUNIC3weCx9aht+aZt7M3JY2P6IR646FzV6q4qMGOz2di0aRNWq5V+/foRFBREXFpPAH7OL3N7Hf27JKDVatmTncPOwznklZmxO50E+/kyrk/bO0VqNJom3WF9fHz4/vvvqa2tZerUqUB9kLcjdpA9duwAn3/+eZOxL1++vEOOvSVxcXHceuutrs7V7moc3lYUhejoaABGjRpFRkYGsbGxLQbP3Qluf/HFF6xevZrwcPVC/6fShAkTGDFixOkexl+ShOVb1q9fP1atWoW/vz979uxh+PDhrFu3TtX3tYcffpj77ruPpKQkvvvuO0JDQzGo8JmuKAoWiwWLxeK6ruF3o9Hosedco9F0iv3p73//OwsXLsRms1FdXc306dNRFIXa2lrmzp17uod3Wmk0Gm699VY2b96Mw+Fodn1neH6FEEIIIYQQ4q+qtLSUESNGsGjRImbOnMkVV1yBr68vS5YscS3z1Vdf8cILL5CTk0PXrl353//+R3Z2Nvfffz/bt2+npqaGpUuXHndmpCNHjnDmmWfy3HPPMXny5OOOAeqbEmzYsMG1jMlkomvXrsybN48zzjjDdf369eu58sorXZd1Oh1RUVFMmDCBW2+9lYCAztOkRQghhBBCCCGEEOLPoM3h5FtvvZVff/2VKVOmMGzYMDQaDU8//TQHDhxAr9d7pGtoR7brcA4frV5PdHAQN5w9DnAvdPHjtt1sOZjFpvRDdIuJwtvQ5qeoVQ3dgRvoNFo2ph/CqTgZ3q0rGo3G7e7A+3Pz+XDVOmJDQ7h6wmh0Kk8DHxEYwN6cPCIDAwH4bssOMguLmT6kP5Fudkutra11ha9KSkrYv38/UB8wU6ObqUajoV9SPKEmP7KLy/A26NhyMAuA+LAQkqMi3V5HYxaLhRtvvJHRo0c36z4sOrZjw9vLly/nu+++4+qrr+b6668H1A+ev/fee9hsNnJzc/n888+ZNWtWh+xSfazc3Fz++9//MnHixNM9FCGaeP7557n++us5++yzqaysZPv27a4v7tRy3XXX8fnnnwMQGBioWjD51ltvZdeuXQAUFBSQnp5Onz596NatG7179+a5555TNWTapUsXHnvsMQYPHoyvr69qdT3l4osvZsaMGUydOhWLxYK3tzcWi4XAo3+b/NXFxsYye/Zs3n//fRRFQaPRMHv2bGJjY0/30IQQQgghhBBCtMFDDz3UZFacqqoq7r33XqZNm8aiRYvw9/cH4JlnniE7O5vnn38ek8lEUlKS6mMZOHAgd999NwDl5eV88MEHzJs3j48//piePXs2WXbRokUkJydjt9vZt28fzzzzDIWFhTz//POqj0sIIYQQQgghhBBCtK7NydewsDA+/fRTnn/+eX755Rd0Oh179+5l/Pjx3HrrrQS5GRDtbDLyC3AqCjmlZdTU1eHr7V6YLy40mC0Hs4gMCsSg02G126mpsxLk535YZ1WBGbPZTEZGBiEhIfj7+7Nz504AtueXkJaW5vY69h7Jw2p3cKigiLKqalZu30N1XR0XjBzs9rYBOGtAbwYkJxDk70e1pY5Vu+sDxGv3ZXDesEFtqtW4O22DRx99lMzMTDZu3Eh1dTUAN954IxdeeGGz+7ZXXGgId55/DrmlZbz6/S8Y9DrCA9Xv2pCVlcXatWt59913Offcc4mMVDf8LE6d0aNHM3r0aNU6M7fk9ttvZ82aNdTU1HD55ZezcuVKXn/9dY+tTy1XX301P/zwA8nJySQmJp7u4QgPqaippaC8gpSoCLSdpPOqRqNhyZIl5Ofn4+XlxX333adqMNmTGgeP8/PzsVqt5Obmkpqa6pH1abVazjvvvE7TLb8xo9HI+vXrqaysZNSoUad7OB3GpZdeyrfffktxcTFhYWHMnj37dA9JCCGEEEIIIUQbHXscIzs7G6vVyowZMxg06I9j8RkZGQwePJgxY8Z4bCwBAQH079/fdXnEiBEMHjyYlStXNgsnp6am0qdPHwAGDx5MWVkZL7/8MjabTZUTu4UQQgghhBBCCCHEyWlTOLmuro7//Oc/nHXWWfzzn//01Jg6hdo6K//bsAWNRkOfxDgSwkIx+fjgcLrXeXhYtxR6xsfg4+WNU3Hy0tcrKK6s4rxhAxnctYvb487OzqaiooKKioomB/Nqamrcrg0wsntXyqtriA0Lobymlu1Z2QBszzzC8DR1QlkNQV69VkufxDgyC4vplxTf5jrHdqcFeOSRR6itreXss8+mtLSU4cOHqxKYaty1urK2lu+37CQiKIA7zp+CVqPBS693u2v1sYKCgsjPz6dv374EBwerWvvPYOPGjWzbto1rrrnG1eXjr2z06NEMGjSI3377DbvdTl1dncfWlZGRQXV1NcOGDXO7VkREBADh4eFu1xIdk93h5KVvVlJlsTC2VxqT+vf2yHpW79nP7uxcJvXrRZdIdfanLVu2APWfN3feeacqNf+fvTuPj+lu/z/+muyLIIs1RGsLIrHva60tocpNae07FUurvdEFXe6gWoIWpdbaWrWG0pZWi9ZStLaiat8liJBElvn94Zf5GkkIOZFJvJ+PRx7NfD6fc53rnExOdOaa62Q2k8lEWFiY5U4CmzZtYvTo0bRp04bhw4fj4uJiSNfkr776itdeew03N7cH3uo1OyhVqlS2LKzOTC4uLgwdOpSpU6cSEhKSLTrxi4iIiIiIPG2+/vprZsyYQUREBBUrVmTYsGFW8126dMHNzY2ZM2cydepUpk2bBtxtFgDw0ksvsXLlSgD+/vtvVq9eja+vL5s3b8703J2cnHB0dCQhIeGha3PlykViYmKm5yQiIiIiIiIiItYeqTjZ2dmZefPmZeon4LOLP0+e5sDpswB0e64OpQoXNCy2h6srN27f5o9/ThFxMxqAC9euP1as+7sDr127lsGDB9OkSRPOnz9PiRIlKFiwIB988AE1a9ZMse2j8sntQZfn7nYOjI2Px8/Hm9txcfj7Gnd+kplMJl6u+3/FjRktDL+Xg4MDgYGBfP3114YUHP166brl+3/++YczZ87AKbjpkivTbmFfoEABNm3aRL58+bC3t8+UfWRXiYmJvPDCC9y+fZujR48ydepUQ+LGx8eTlJRkdbvDzHDy5EkaNWrEp59+Sq1atQyNXalSJbp3784rr7xiaNxkMTExVKtWjdjYWJYtW0aHDh0yFG/OnDn07t2bsmXLZmpnzmvXrpGUlERiYiJ///03lSpVyrR9iTWz2cyd//9GU1z8w99wSo/kD4zcSUhg5e9/cOVGFFejbmIGfjl0BL98PoZ8YGTq1Km8+OKLliL67OLeD+8EBwcTHBxs+D4WL15MVFQUN2/epEyZMobHl6xXu3ZtateundVpiIiIiIiISCp++ukn3n33Xdq2bUuLFi04cOAAr7/+eprr27dvj6+vLyNHjuS9994jICCAfPny0bFjR4YPH07x4sUZOHAgTk5OmZKv2Wy2FCJHRUUxf/58YmNjadKkSYq1SUlJJCQkkJiYyJEjR/jqq69o1KiRuiaLiIiIiIiIiDxhj1ScDFCiRAnOnj1LtWrVMiOfbKN4wfzkcnHBxcmBwl7Gd6X9eusuTl25Sh43V8r7FaF+gP9jxbm/O3CHDh3o0KEDMTExtGzZEicnJ7Zt28Yrr7zC33//TZ48eQzJ/++z5wETfZs3tIwZWTycnXl6enL27Fnc3NxwdnbOlH0kJiZy9OhRBg8ezKxZswz7ud64cYMTJ07g4eHB1atX+euvv2jcuHG264hoMpnInTs3t2/fxsfHx5CYBw8epG7duty+fdvqtoZGS0pK4sSJE5w4cYKPP/6YFStWGBrf1dWVrl27ZloX0MTEREtX5oiIiAzHc3JyomHDhsTExGQ4Vlq+++47WrdubSnyr1y5Mp9//jkDBgzItH1mN2az2ZBuuqlxdLCnd9MGnL0aScXifobETP7AyJUrVzh05pxl3MHBAce83vx88Zoh+ylXrhylS5c2JNaDREZGMnbsWN54441s00X87bff5ubNm1y8eDHTnjuSktlsJjY2lm+//ZaIiAi8vb0tXbKN6ootIiIiIiIiT0bjxo0fOL9p06Y056ZPn07VqlUJDQ0FoF69esTExDBz5sxU1xcsWJBSpUoBULJkSctdGX19fXFxccHLy8vqTo1G27JlCwEBAZbHjo6OvPfee5Qvn/IOW/c3QyhfvjwffPBBpuUmIiIiIiIiIiKpe+Ti5IEDB/Lxxx9TpUoV/PyMKRLKjvLnyc3AFxoRn5iIu4vxBabuLnc7DHh55OKFKkGGx092+/ZtAC5dusT169cNKWI9dv4iX235DYDujepSslCBDMdM7nIJcC36FklmM1653K2KaIzocmmk+7tWJ4uNjaVNmzbEx8fTtm1b2rRpk6KrZkaLfSMjI7l48SLffPMNzZs3p1evXhmKl2zcuHGcPHkSk8lE06ZNOXLkCF26dGHBggWGxH9Sbt68SVBQEP369eO9994zJObvv//O9evXAYiOjjYkZmrs7OwoWLAgiYmJdOnSJdP2k1ly5crFihUriIiIsNwC0tb9/vvvJCQkWN0m8siRI1mYkW358MMP+fnnnylUqBA1a9bE09OTNWvWkDt37seOee81H+7+zc2fJzeHzpwnITGRCs/6GXLNz5MnD87OzsTFxWFnZ0f16tUz7UMjmSUxMZH9+/fz559/cuXKFb788susTild6tSpw+uvv87AgQMNv2YmF+D+8ssvxMXF4ezsbGgBrtls5urVq0ak+kSZzWYGDx7Mli1b2L9/P3C3W367du2Au2/WhoWFqUBZREREREQkh0tMTOTgwYO8+eabVuPNmzdPszg5q1WpUoWRI0cCcOvWLbZs2cLYsWNxcXHhxRdftFo7fvx4SpQogdls5syZM0ybNo1evXqxePHiTGvIICIiIiIiIiIiKT1ycfK3335LTEwMLVq0oHTp0imKKk0mE9OnTzcsQVsVGX2LqeHfE5+YRLfn6lCqcEFD47evXZ3TVyMo4m18V+Z7+fn50aVLFypWrEixYsUMienw/7uLmu75PqOSu1zevHmTP/74A7jbvTQjxW+Z7f6u1feyt7dnz549/Pbbb8yaNYsDBw4Yuu/cuXPj6uqKt7c3DRo0MCxuyZIlgbvdapM71RpdVHbnzh3+/vtvevXqxdy5czOlUPD48ePs2bOHXbt2MWbMGENidurUiR07drBhwwa8vLwMiZmWsmXLsm7dumz7Ynrz5s2zVe5Dhw7l0qVLbN68GRcXF4KDg3nrrbeyOi2bsXr1auBuF+ILFy4AsH37dp5//vnHjpl8zb/XtWvX2LdvHwBHbsak+PfHwzzoAyNNmjTBycmJ8PDwVD8cYsvd4e3s7HB2diYmJsbSwSi76N27N5GRkZbCYSMkF+Bu3LiRY8eO4eDgQM2aNQ0twO3YsSNff/01xYoVo3jx4kal/kSYTCbs7Owsj+/9XkRERERERLKXB3VGfpDIyEgSEhJSvIZp1B3mHsbB4e7bUklJSSnmkseS1yTz8PAgMDDQ8rhmzZqcOHGCcePG0bp1a6v/zy9RooRlbVBQEMWKFaNdu3asWLGCV1991fDjERERERERERGR1D1ycfLRo0dxdHQkf/78XL9+3dIpNFlO7rZ2byfHqNsxxCfeffDLwSMUL1jg/9YYwNHBnhIFH63w6nE4ODgwatQoQwsFny2Qj37Nn8MEFPExtkgzLi4O8/8/x7GxsYYXJ9+5c4fFixdz8+ZNPDw8DI19v/j4eAAOHjzIqVOnDCsOB3B2dqZmzZqGF7D26tWLL7/8Ejc3N2bOnMnWrVtT3CYvoy5fvkxERARLlixh9erVhIaGMnjwYEP34e3tzY0bN2jZsqVhMd3c3AgLCzM0ptgGT09PJk2aZPnZvvvuu9mquDqz/e9//6NHjx7ky5ePfPny4enpSb169Qzfj4ODAyaTCbPZjKOj4yNv/6APjCTfNcDFxSXb/WxNJhNVq1bl008/pWrVqlmdTrokdzauXbs24eHh3Llzh6ZNmzJ37lxKliyZ4X9Lmkwmy9/YxMTEVN/szIgtW7YApPg3sK0zmUyEhYURGxvLjh07cHBwoHLlypbzbURXaREREREREbF9Xl5eODg4EBkZaTX+pO4SlDdvXuzs7Lhy5UqKueQxb2/vh8YpUaIEP/30ExEREQ8srE5uuHH06NHHzFhERERERERERB7HIxcnb968OTPyyBaSOzkmJibyzz//WMYv34rh54vXsigr21TUgKLktLpczpw5k+nTp5MvXz6+/fZbQ7tcvv/++3z00UfY2dlRu3btx4rxMLdv3+bSpUsULlyYEydOUKBAAfLmzZsp+zLaZ599xr59+/Dw8KB48eKUL1/e8H14eXnh7OxMfHw8t2/fZuHChYYXJxcrVow9e/ZYChKziytXrrB3715MJhM3btwwvIjSbDZz7do1/v33XwICAgyNLam7cOECHTp04NChQ9n2nDdt2pQKFSoAZOgDEQ/qbNyuXTs8PDzYtm0bJpPJsr97t32aOTg4ZJvnT3Jn44MHD2I2mwkMDGT//v1s27aN559/npYtW2aos3FyAe7YsWOZO3cuZcuWpUGDBoYW4M6fP5+FCxdy5MiRDMXJCslF+g0bNszqVERERERERCSL2NvbU65cOX744Qe6d+9uGd+4ceMT2b+LiwuBgYFs2rSJbt26Wc1t2rQJZ2dnqy7JaTl27BiOjo7kypXrgeuSi5I9PTP3LpUiIiIiIiIiImLtkYuTBfbu3cvNmzctj5/U7c6eNml1uezXrx9r1qwBjO9y6ezsDNy9zXlmdQ8cOnQohw4dwtnZmT///JOiRYsaWiR7/fp1kpKSMuVW7bt27QIgOjqaO3fu4ObmZvg+3Nzc8PLy4sKFCzg6OjJmzBjD9wHg5OSUKXEz03fffWfp1PnTTz/RqVMnQ+OfOXOG48ePU6tWLU6ePJni1o5ivJUrV7J161Yg+3VhNdqDOhsnq1ixYrbrbCwpJf99NZlMeHp6kjdvXu7cuUO+fPkMi+/p6cnrr79uSLz7NW/enPr162d6p/ybN29y7tw5tm/fTuPGjTN1XyIiIiIiIvJ06d+/PwMHDmTkyJG0aNGCAwcOEB4e/sT2HxISQt++fRk0aBAvvvgizs7O/P7778ybN48+ffqkuGNiVFQU+/btA+DWrVts2bKFLVu20KFDhxQfWj927JjlTkpnzpzh888/x9XVlTZt2jyhoxMREREREREREXjM4uQ7d+6wYsUKdu7cybVr1xg9ejTPPPMMP/74I/7+/hQtWtToPLNMap0cAwICLMXJzzzzDLt27cLd3T3VbSV7efvttylbtiwTJ07EwSFzavfNZrPl+1KlShlWaBcVFUXLli3ZunUr7u7uVK1a1ZC493r//ffZunWrpbtxZsuXLx8tWrTI9P1kF02bNsXDwwM7Ozvq1atnePykpCTg7jU+Pj7e8PiZ5caNG1y4cCGr03gsrVq1YtasWZw8eTJTOqjv3buXzp07ExERQdmyZQ2Pn90tWbKE4cOH4+DgQIkSJbI6nadCcmfj2NhY4P/+JhrZ2TinOHLkCDdv3qRPnz78+++/WZ2OiIiIiIiI5CCNGzdm7NixzJgxg3Xr1lGhQgU++eQTOnbs+ET2X69ePWbPns306dN56623iI+P55lnnmHkyJF07tw5xfo9e/bw8ssvA3dfOyhatChvvfUWXbp0SbF25MiRwN3XGnx8fAgMDCQsLIxnnnkmU49JRERERERERESsPXL1ZWRkJN26dePYsWP4+PgQERHBrVu3gLu33Nq6dWumdTrNCql1cly7di1ffvklP//8M3nz5sXd3d2QAtNEsxnu1gby/d797D99lgbl/Klaqrj1mgxKSEhg/PjxnD59OkcVkhvh5s2blClTJlM6AicLCwtjz5493LhxgyJFiuDg4MDmzZsJCAjIUNylS5daOrDeunWLhIQEI9K14ufnh7+/v+Fx71eqVCkmTJhAvXr1smWR2p07d+jRowclS5bkgw8+MOwYChUqZCk69/b2NiTmvfz8/HB2dmbGjBkUKFDA8PiZ4dq1awQEBHDx4kXKlStH/vz5szqlR1K0aFG2b9+eaR1YFyxYwKFDhwD0BkwqZs2axfnz57Gzs6NYsWIMHjyYokWL8t5772V1ajlaerpkC+TOnZubN29SvXr1rE5FREREREREcqCOHTumKEY+cuSI5fuFCxdazQUGBlrNJ3vcjst16tShTp06D113fx5pqVGjRqr5iYiIiIiIiIhI1njk4uSPP/6YqKgovv32W/z9/SlfvrxlrkaNGsyaNcvQBG1RQEAAH330keHFZL9eug7c7V667e9jAKzdvY9Nh45SvHhxw253/vXXXzN27FiATC3CzW6io6MpX748Z8+epUyZMhQqVChT9uPm5oaLiwuHDx+2jP3www8ZLk6uV68e3t7exMbGUrBgQZycnDKaapaxt7enXbt22bZ47dy5c2zbtg2ANm3aZEoX68xgZ2dHoUKFslUhXEREhKVrcvIHZeT/dOvWjU2bNnH58uVs+/uUmYYPH05ERATR0dGcP3+eX3/9FbjbpbxWrVpZnF3aYmNjGT16NG5ubpjN5mz5IQ55uFKlSlGsWDG+/PLLrE5FRERERERERERERERERERE5JE8cnHyzz//zPDhwwkICCAxMdFqrkCBAly8eNGw5Gzd2bNnuXHjBqdOnaJMmTKGxbWzsyN37txERUUBcPv2bc6ePWtYcXKZMmVwcXEhPj7esOLke7s+w93btMfcucON2zEU8sz7f2sMcOPGDeLj44mNjWXIkCFUrlyZ/v37Zzju9evXOXfuHHD3nGcmV1dXHB0dSUpKol69eqnefu5RlS1blitXrhAbG5tpXVglfTw9Pbly5QpFixaldOnSWZ1OjlayZEkWLlzI/v37+e2337I6HZtTsWJFduzYkSnXhPPnz1s+RJCQkICDwyP/kyLLtWjRgueee46WLVty/fp1XF1d8fHxoWTJklmd2gPNnz+fCRMmAFChQgW8vLyyOCPJDCaTCWdnZ+zs7LI6FRGRLOfo4sqguV/bTBwADw8Pbty4keE4tnZsRh2XkbFy8rHl1DhGxrK1n78tniNbi2OL11pbiyOSk5nN5hTvG93Lzs5O/58rIiIiIiIiIvKUeORKoujoaAoXLpzqXEJCwgNfeMop4uLi+PXXXzl27G534wkTJjBnzpzHiuXi4sK6detSjN++fZuGDRty4cIF7OzsmDhxIu3bt0+x7eOoXLkyR44c4dVXX8XR0fGxYtwvuetzsqSkJHbs2EFsbCzFihWjePHihuxn48aNBAcHk5iYiNlsZvfu3QA0b96cZ599NkOxixQpwqJFi9iwYQPHjx83It00OTs7U6tWLb755hvy589vWFx1z7QNefPm5eLFi+TKlSurU3kqdO7cmZiYmEwryt+yZQsLFiwgOjpaP9N7rFmzht9//x24e1tPHx+fLM7o0URGRrJ+/Xp27NjByZMnKVasGKdPnyZPnjyG/W3MLJUqVcLV1RU3NzfdASEHu3XrFrdu3SIhISGrUxERyXLxsTEZjuHo4mpInORYN2/ezHAcDw8Pmzo2o44L7h6brZ0jWzy2nBjHyFg5NY6RsWwxji1ea20pTnKs5KYUGY2j1wLF1uzcuZOuXbumOf/SSy8xbty4J5iRiIiIiIiIiIhklUcuTi5SpAj79u1L9Xbnf/31V4YLRLODFi1asHnzZhwdHUlISKBRo0aPHctkMuHq6prqnLOzMxEREQB4e3unue5xJCQkcOfOnUwrwDKbzcTGxgJw5swZnn32WUNeLP/999+tinRMJhMlS5Y0rMB39uzZbN68mYIFC1K2bFlDYqbF3t4eDw+PTImdmJjIgQMHqF69OsuXL8ff3z9T9pMdRUdH89dff1G/fn02b96caT8De3v7TIkrT16XLl04c+YMuXLlolq1almdjs1o3bo1CxYswM3NjTt37mR1Oo+sbdu2bNmyxfLYw8MDd3d3my9MBqhWrRrHjx8nMTGRrl27kpSUxJIlS6hZsyZly5bVm9M5QFRUFH/88QeJiYn873//IzQ0NKtTEhHJcjMHdMvQ9sldPDMa595YRYoUyVCc5O6btnJsRh0X/N+x2do5ssVjy2lxbDEnW4tjiznZ2u8sGH+ttZU4mZGTiC0JCAhg+fLlac57eno+wWxERERERERERCQrPXJxcqtWrZg1axalSpWiYcOGwN0C0b/++osFCxYwYMAAo3O0OYcOHQL+r/ttu3btMmU/ZrPZ8r2RHanPnTtHpUqViIqKonz58o8dJ62uz7GxsbRr1w43Nzdu375NUlISc+fOpUCBAlbbPqqEhASOHz9O0aJFiYmJwdXVle+++45SpUrh5OT02Mdxr5MnT1qOwWjJBdvJsS9fvsyMGTPo06cP7u7uhhaTRUdHExkZSWRkJN9++y2jRo0yLHZ2FxERQVxcHLt372bfvn3Uq1cvq1NKt5EjR7J3714Vmz9h5cuX58yZM0RHR3P9+vWsTsdmFC5cmO3bt2dq1+rMlPx3Nfl2okZ2IE6+3n/44Yfs37+fkiVLWq79Li4uGbrem81mBg8ezMGDBy1j//zzD7169cLR0ZG+ffsydepUFSjnIPpZioiIiIiISHaRK1cuAgMDszoNERERERERERGxAXaPukGfPn2oXLkygwYNok6dOgD06tWLl19+mQoVKjzwll05gdlsZsmSJXh6ehIdHc2pU6eIjY0lJibGqpg4I+Lj41m9ejXOzs5UrFiRlStX0rp1a0Niw93izORbB2akCDe56/P9X8mFx8ndjB0cHHBycrJa8ziFNjt27GDhwoWcOXOG3LlzU7JkSYoXL25YYTLAqlWrePvttylTpoxhMeH/islatmxJu3btuHHjBgcPHuT111+nWrVqDBkyxLDnD9ztAJovXz6qV69Ox44dDYubExQsWBAvLy+6dOmSagd4W3X8+HHCwsK4fv06586dy+p0HklYWBitW7c27PanT9pbb71l+f7WrVtZmIkY6dtvv2X+/Pns2bOHWrVqGXZ3guTrfePGjfnf//7H1atXOXPmDO3ataNly5aGXO9VrJrz5c6dmypVqhAQEMDIkSOzOh0RERERERERw6xYsQJ/f38iIyNTzG3YsAF/f3/Onj1rGfP397f6qlOnDoMGDeL48eNW2/bq1YvmzZsTFxdnNX7gwAHKlSvHvHnzUsT87bffUuTg7+/Pl19+mWL8m2++oXXr1gQGBlKrVi369+//qIfO+fPnGTt2LE2aNCEwMJBKlSrRtm1bZs+ebdUN/XHO0f05nzp1inr16tG6dWuuXbsGwKJFi+jXrx81a9bE39+fDRs2PPIxiIiIiIiIiIik1yN3TnZ0dGTWrFmsX7+en3/+mYiICDw9PWnYsCEtW7bEzu6R652zjeSCo/3791u6Z546dYq6detSoEABypcvT1hYWIaLht566y0mT56Mk5MTtWrVonnz5gZk/3+CgoJYsGABY8eOxdfX19DY9ypWrBgjRowgMDCQwoULZzheUFAQ1atX59y5c3h7exuQYUqBgYGULFmS7du3Gx773ueFo6MjdnZ2JCUlGVpcnczOzo7y5cuzbt06wwrucgpnZ2cqVKjAzJkzcXB45EtgqsxmM0uXLmXRokVcv36dvHnzGtYlNZmfnx9NmjRhy5Yt+Pj4ZDjekxIbG8vQoUMByJcvX4a6tWeVhg0b8sknnzBt2jQKFSqU1ek8taKjozl79iylSpUyJF7+/Pnp2rUrMTExhl0LkplMJpycnMidOzfR0dGG/s0ymUyEhYVZrjFms5m4uDjWrFljKWZV8XLO4O7ujru7u+HPTxEREREREZHspkuXLgQHB2M2m7lw4QLTpk2jd+/erFu3znI3rNGjRxMcHMzMmTMZPHgwcPfOWe+99x7+/v506dIlRdxp06alq4HF1KlTmTdvHv3796dChQrcuHGDX3/99ZGO4c8//6RPnz7kyZOHrl27Urp0aRISEti7dy9z587lr7/+YsqUKY8UMy1nzpyha9eu5M2bl3nz5uHp6QnA6tWrAWjQoAGrVq0yZF8iIiIiIiIiImlJV7XDoEGDePPNNylWrBi7du2iXLlytGzZ0rDbuJ84cYIPP/yQP/74A1dXV1q2bMnw4cMtHXhTEx0dzdy5c/nll184ceIEDg4OBAQE8PrrrxMQEGBIXqkxmUzY2dkREBDAgQMHAIiMjKRAgQKG7SP5k/1JSUmGxbzff/7zH8aPH8+FCxcst7Y3mp2dHV27djWsONbDw4MdO3YQExNj2HPvSUmtmOzkyZPcunWL8uXLG1bAmt3Fx8dz/PhxTCYTCQkJWZ1OuiR/aGHmzJnEx8dbul22a9cOwLAPLTg6OrJmzZps99x3cXHhpZdeYv369eTLly+r03lsAwYMIDw8PKvTeGpduXKFAwcOULlyZQ4ePIifn59hsaOjozGbzYZdg++/3icmJmJnZ2eJb8T1PvnOBcnc3Nzo1q1bhmKK7YiKiqJbt24cOHDA8Ds5iIiIiIiIiGRHhQoVomLFigBUqlSJfPny0blzZw4ePEi1atWAu80dBgwYwGeffUZwcDDFixdn4cKFHD58mGXLlmFvb28Vs2bNmvz+++/8/vvv1KxZM819Hz9+nOnTp/PFF19Qt25dy3jTpk3TnX9cXBxDhgyhQIECLFmyhFy5clnm6tatS48ePdi0aVO64z3I2bNn6dq1Kx4eHsyfPx8vLy/L3NKlS7Gzs+Ps2bMqThYRERERERGRTJeuNsc//vij5ZZSXbt2TXG7rIxILsC4desWU6ZM4b///S9r167lnXfeeeB258+fZ9myZdSuXZtJkyYRGhpKUlISHTt25ODBg4bld6/kgqN169axc+dOPv30U9q2bcsPP/zAunXrDClABPjkk0/44osvqFChAvHx8QZkntLu3bs5ePAgR48eZcGCBYbGjo+Pz/At63Oi5GIyV1dX3NzcKFeuHNWqVcPV1VWFyf/fypUrOX36NKdOncpWhaAmk8nSGTWzunpnZytWrODatWuGfohDcr5bt24RGhrKn3/+afnQTnR0tOU2lEZYuHAhBQsWZM+ePYb+3br3ep8rVy7c3Nwsj3W9t7Z9+3Y6deqUKXcsyK5Wr17NqlWruHLlChEREVmdjoiIiIiIiORQS5cu5bnnnqNChQp069aNP//8E39/f1asWAFAo0aNeP/995kzZw7169enUqVKvPXWW8TFxXH48GE6duxIxYoVadeuHUeOHHmiubu7uwOkaHDRq1cv/Pz8GD16NBcuXCAsLIxXXnmFoKCgFDHq169PUFAQn3322QP3tWLFCooWLWpVmPyovvvuOy5cuMDw4cOtCpOT5cqVixdffPGx4yc7f/68pWHMvHnzrAqTgRx951MRERERERERsT3p6pzs5eXFmTNnCAoKMrzodOnSpURFRbFq1SrLCyX29vYMHz6cAQMGUKJEiVS3K1KkCD/88INV58DatWvTuHFjvvrqK0JDQw3NM9m93QqHDRvGsGHDDN+Hq6srL730EoMHDyY2NpZvvvmGrl27GroPLy8v7OzsSEpKolChQobF/eWXX2jatClJSUnUqFHDsLjydAgMDMTe3h6TyWRoB3Sz2UxsbCyxsbGYzWZu3rxJZGQkXl5eGe5imvyhhfHjx3Pnzh0cHR0t42BMl1SRp1G1atU4fPgwdnZ2lr8nY8aMoUKFCobtY/PmzSQlJREVFZVturXnJLGxsUyePJmrV68yefJkKleu/MC7ZjwtGjZsSOnSpTl79ix58+bN6nREREREREQkB9q0aROjR4+mffv2NG/enMOHD/PGG2+kus7f358PPviAM2fOMG7cOJycnPjzzz/p3r07Pj4+TJw4kSFDhrB+/fpMK35NSkoiISEBs9nMhQsXmDRpEvnz56dSpUpW65ycnBgzZgxdunTh1Vdfxd3d/YHv4bz22mv069ePHTt2pPl+xp9//knp0qX57LPP+Oqrr7h58yYVK1bk7bffpmzZsunKf+fOnTg4ODywQ3NGXbx4ka5du+Lk5MT8+fPx8fHJtH2JiIiIiIiIiKRHuoqTa9SowciRI5k+fToAw4cPx9nZOdW1JpOJNWvWpDuBX375hVq1all9grt58+aMGjWKLVu2pFmc7ObmlmLM2dmZEiVKcPny5XTv31ZFRkZabgm/d+9ew4qTk4s03d3dKVSoEK6urjRs2JCYmBhDiig/+ugj7ty5A9w9BiPdW2B68+ZN/v77b1577TU+++wzwwtAr1+/zokTJ5g9ezYhISGGxZUHK1u2LLVr18ZkMlGqVClDYprNZgYPHmzpqH7kyBEuXLiAn58fgYGB1K9fP8Ndz+/tkpoZrly5wu7du6ldu7bhsc1mM1euXOH27duWseRrT3YorI6OjuaTTz5J829FRt173YG7neGPHDmCv79/tjg/2Vl0dDSA5UNRMTExLFy4kLp16+Ln52fIPt577z3i4uLYs2eP5YMF8uQsXrzY0hk4IiKCJUuW0KNHjyzOKusVLVqUffv20bJly6xORURERERERGxY48aNHzi/adOmNOemT59OzZo1+fDDDwGoV68ecXFxTJs2zWqdyWRi2rRpODk5AXeLbL/55htmzZpF/fr1gbuFw/379+fo0aOUKVMmI4eUpokTJzJx4kTLY29vb6ZPn57qh5yrV69O3bp12bp1K+PHj0+1U3Gyhg0bUr58eaZNm5ZmcfKVK1c4ePAgx44dY+zYsTg6OjJt2jR69OjB999/T+7cuR+a/+XLl/H09EzxvlpiYqLltS+TyYS9vf1DY6VlwYIFODo68t1335EvX77HjiMiIiIiIiIiYpR0fYx9zJgxdOzYkfz582MymciVKxd58+ZN9StPnjyPlMDx48dTFJU5OTnh5+fH8ePHHynW7du3OXz4MMWLF3+k7WxR0aJFKVu2LEWKFGH48OGGxEwu0mzZsiX16tXj3LlzHD9+nFatWtGyZUuGDBmS4c7Yr7zyCnC3+7W3t7cRaQPWubdr145z584RHR3N3LlzKVu2rCG53+vEiRNcv36dt956y7CYkj4ODg4ZehE2NfcWkMbExAB3XzQ/f/68ofvJLHXr1qVFixaGd2o3m810794dX19fSpQowc2bNwFo166dYdeEzPbxxx8zZswYunbtavnZGuX+686dO3fYsWMHlSpVonr16tni/GRnP//8M6+++ipLly4lISGBs2fPsmHDBmbOnGnYPp599lm+/PJLChcubFhMSZ9z586xZMkSy++Q2WxmyZIlnDt3Loszy1pms5kDBw7wwgsvcOzYMcsHJGJiYnS9EREREREREUMkJiZy+PBhGjVqZDWeWrFz1apVLYXJAM888wx2dnZWHYCfeeYZAC5cuJA5CQNdu3Zl+fLlLF++nC+++ILy5cvTt29fjh49mmLtv//+y86dOzGZTOzYseOhsQcOHMjOnTvZtWtXqvNms5nbt28zdepUmjVrxnPPPcf06dO5desWy5YtS1f+af0/fdWqVQkICCAgIICqVaumK1ZaatWqhdlsZvz48SQmJmYoloiIiIiIiIiIEdLVOTlPnjyMGjUKgDJlyjBmzBiCgoIMSSAqKirVT5bnzp2bGzduPFKsyZMnExMTQ+fOnR87n+QXmrKK2Wzm+vXrjBw5kqioKEqWLInJZCIyMhJnZ+cMdek0m82WF8GSO087OTlZCkGTkpK4fft2hvbRvn17KleuzGuvvYaDg4NhxTT35g5QoEABy4udUVFRhuSeLDY2lgIFChAVFUWHDh2y9PnwOJI7vAKGFzNlZuzMjB8aGkpcXBwAZ86coXfv3ly9epWwsDAaN25seFGr0ZKvhdevX7eMGXF+zGYzkZGRJCQkAHc71Xp4eFjmjfy9Wr58OTt27KBAgQKG/myT3/zIly8fDg53/6Rl1nUnPj6e+Ph4AG7dumXY+cmuv1eZHb9gwYJ88cUXxMbG8tlnn5E7d24cHBxo2rSpIdfle99YOnv2LEWKFOHatWvExMRk+O+tPJjZbGbChAn88ccfxMbGEhgYiLu7O0lJSUyaNImxY8fa/PnPjOe92WzmrbfeYu3atZw5cwYAX19f2rVrB0C5cuUYP368zZ8bW2Q2m3XeREREREQkx3lQZ+QHSX498N67WQKpNhu5/70bR0dHXFxcrAqWk+9Glfz668Pc+37E/ZLH7r/DVcGCBQkMDLQ8rlWrFvXr12fatGlMmTLFau2YMWPw8/PjlVde4YMPPqBdu3YPLPxt3Lgx5cqVY9q0acyfPz/FfJ48efDx8bG601/+/PkpXrw4//zzTzqO+O77Gb///jt37tyxOneLFi0iMTGRr7/+mvDwcMv445yjevXq0aZNG0aMGMG7777L//73v3TlJiIiIiIiIiKSWdJVnPzSSy8xYcIESpUqRWhoKEWKFMnsvB65iGDt2rXMnz+f9957j2LFij32fuPj4zl8+PBjb58RZrOZzz77jB07dlhyyJs3r6XY+plnnmHgwIEZKq7o3r27pbju5MmTeHt7W4oRHR0d+fvvvzN4FHDnzh1LkeCRI0esXmzLiHtzN5vN/Pzzz2zZsoUuXbpQpkwZQ3KHu/kXLlyYwoUL079//yx7PjyuO3fuWL438vxnduwnET/ZjBkzLN8b9bzJTNOmTWP37t0899xzjB8/HjDu/Lz77rsULlyY2NhYevTogZOTk+UaY9Q1Ae5+eOT27ducOnXK0J9tUFAQK1euxNXV1fBzAymvOxs3buTs2bO8+uqr5M6d27BrZrLs+Hv1JOLb29tTpUoVPvroI5ycnDJ8XU7+e7tz504OHToEgKurq6F/byVtly5dYuvWrVy7dg24e3vU5OLkPXv2sGXLFgoUKJDFWT5YZjzvzWYzMTEx+Pj4cPHiRdzd3a1uT5t8hxA9Lx9PZv2bQkREREREJLvx8vLCwcGByMhIq/GIiIgntn+Aq1ev4uPjYzV3+fJl7OzsyJs37wNjODk5UbRoUY4dO2Y1vnLlSnbs2MFXX31F1apVWbt2LWPHjmXlypWW9yxS89prr/Haa6+xe/fuFHMlSpRI9Q58ZrMZO7t03ZyU6tWr8+233/L7779Tv359y3i5cuWAu3cQu9fjnqM2bdpw/fp1QkNDyZMnD//973/TlZ+IiIiIiIiISGZIV3HykSNHLF0KR40axbJly1J8qv5x5c6dm6ioqBTjN2/epESJEumKsW3bNkaOHEmvXr149dVXM5SPo6MjJUuWzFCMx2U2m3F3dyd37tw4OjpiMpmsOhO4ublRtmxZw4pSKlSoYEic+93bTdDf39+qsMZIFStWZOjQoYbHfVL5Z5bMzD+zz012P/eZpWzZsrRo0SLTzs+kSZMMifMggwcPZuDAgRQoUMDwn23ZsmWf6HXHaJmVu9lsJi4uzhI/Ojqa/Pnz4+npaWhn4Mw895cuXWLfvn2WDywZFT/5762LiwsmkwmTyWQV1+i/t2KtTJky1K9fn3PnzlnuVgBgZ2dHxYoVadCggc2e+/t/rwAKFSrE33//TZUqVXB3d89Q/KlTp1o6TSV3Y04+F+ro/fjS28lKRERERETkaWBvb0/ZsmXZtGkT3bp1s4z/+OOPT2T/FSpUwMnJiR9//JEyZcpYzW3atImgoCCcnZ0fGCMuLo7Tp09bvYd0/fp1xo8fT9u2balWrRpwt4tyu3btmD9/Pr169UozXuPGjSlTpgzTpk1LMdewYUNWrlzJ0aNHKV26NHD3Nat///2Xtm3bpuuYX3jhBSZPnsynn35K5cqVyZUr1wPXZ+Qcde/enWvXrjFjxgw8PT3p27dvunIUERERERERETFauoqTvby8OHjwIBUqVDD8dvAlSpTg+PHjVmN37tzh9OnTlttYP8hff/3FoEGDeP7553nzzTcznI/JZMLNzS3DcR7X1KlTiY2NJTExEbPZjL29vaUQJbmIytbdm6Orqyuurq5ZmM2jU/5ZE/tJxM+uzGYzsbGxbNy4kQMHDlC0aFFMJhOurq7Z4poA8PLLL7NgwQJAz537ZUbuZrOZwYMHc/DgQQCOHz/O6dOnqVixItWqVaN8+fKEhYUZ8vzJrHOflJREw4YNOX36NEWLFqVkyZKGxk/+e3v27Fns7e0pWLBgtvt7m50NHz6cAwcOkJiYaBmzs7Nj2LBhGS7wzSz3/14lq1GjBpcvX6ZIkSKcPn06w88dWz3+7Ey/zyIiIiIiItYGDBjAwIEDeeedd3j++ec5dOgQq1evBkh3N+DHlTt3bnr27Mnnn3/O7du3qVmzJnFxcaxevZrdu3fzxRdfpNjmwoUL7Nu3D4DIyEgWL17M9evX6dixo2XNhAkTMJvNVu8TlSlThq5duzJt2jRatmxJwYIFU83JZDLx2muvERISkmKuadOmBAQEEBISwpAhQ3BycuKzzz7Dy8uLDh06pOuYnZ2dCQsLo3fv3rRt25YuXbpQqlQpkpKSOHnyJOvXr7d6PeBxztG9hg0bxvXr1/nkk0/ImzevJc/9+/dz7tw5S9fsP//8E7j7HmD16tXTdSwiIiIiIiIiIumVruLkRo0a8f777/Pxxx9jMpno1q1bmm/ym0wm/vjjj3QnUL9+faZPn861a9fw9PQE4IcffuDOnTs0aNDggdseP36cPn36ULlyZUJDQ3NE4UFywaHI0yS5+PbeTpTz5s0jKSmJAQMGZPoL4rbs3mK4bdu2cefOHeLi4mjXrp2hBaaZxWw2c+TIEWbMmMH169fJmzev5eesAtDMde+5jYmJsfzX6A8ZZZakpCSuX78OQEJCguHxk//elipVyvDY8nC+vr506tSJRYsWWTpjd+rUCV9f36xO7YFSu2YldzqOjo5+0umIiIiIiIiIPJbGjRszZswYZs6cyZo1a6hQoQKjR4+mT58+D+3qa4ShQ4eSL18+li1bxoIFC3B0dCQgIIDZs2dTp06dFOsXLlzIwoULgbuFuyVKlOCzzz6jSZMmAOzevZsVK1bwwQcfpLjr56BBg/juu+/46KOPmDp1apo5NW3alNKlS3P06FGrcXt7e2bNmsX//vc/3nvvPRISEqhWrRqffPLJIzW6qVChAqtXr+aLL75g3rx5XLp0CUdHR5555hmef/55OnfunKFzdL/Ro0cTFRXF6NGjyZ07N88//zyLFi1i5cqVljVz5swBoHr16pbzKyIiIiIiIiJilHQVJ7/77ruULFmSo0eP8u2331K9evUUL/A8ro4dO/LVV18xcOBABg4cSEREBOPGjaNVq1ZWt+QaNWoUq1at4tChQwBERETQq1cvHB0d6d27t1UXOycnJ8qVK2dIfiKSuVLrRBkZGcnAgQMBCA8PZ/369U91EWvysXt5eXHx4kXDrr+ZLflnu3jxYiIjI3FwcKBevXqWrvjZobg6uzKZTISFhVkKwc+dO8cXX3xBs2bNqFOnTrYoDHdwcGDLli1s3ryZVatWZXU6T63t27czdepUQkJCqF27tqGxX3nlFTZs2MDVq1fx8fGhU6dOhsY32v2/V8mF/qdPn2bp0qW0b9/e5n+vRERERERERJJ16tTJ6v/Fv/nmG+But2GAzZs3p9gmJCQkRXfhIkWKcOTIkUfat8lkonPnzikKclOTnthVq1bl77//TnXO3d2dn3/++aExTSYTa9euTTWGt7c3n3zyyUPzeJjChQszZsyYdK3N6Dmys7Nj0qRJTJo0yTI2btw4xo0bl+58RUREREREREQyIl3FyY6OjnTt2hWA5cuX89prrxEUFGRIArlz52b+/Pl8+OGHhISE4OLiQnBwMMOHD7dal5SUZHXr73/++YcLFy4A0L17d6u1vr6+qb5wJvIg93bvTUpK4vjx4wwfPpzQ0FA8PDxUcJSJ7j+3Tk5OmEwmzGbzU397+/uL4W7duoWbmxsmkylbFJiaTCbc3d2JjIx86n+WT9q9nfhLlizJhAkTsjijR1exYkX8/f0JDw/P6lSeSrGxsUyePJmrV68yefJkKleujIuLi2HxXVxcGDp0qKX42cjYmSW1O1yUKVMm3W8sioiIiIiIiNiC69evM23aNGrWrIm7uzv79+9nxowZNG7cmCJFimR1eiIiIiIiIiIikgOYzNnl/u5PwP79+wEIDAzM4kyyt5iYGFq2bAnAunXrUhTx2KL7u/deunTJ0qU7ICCARo0aZZsOr5l5/jMrdnJhePL3ACdOnCAhIYGgoKBscd4ldWazmZiYGA4fPsyzzz5rVVBtRHH1vR8qaNu2LbGxsYSHh+Pm5pYtirche14z75XZ+Wf385OdzZkzh0WLFmE2my3denr06JHVaYk8Mv0bXyT708sWIiIiqcsOr3uIbYqOjuaNN97gr7/+IioqCk9PT5o2bcrw4cMz1GAgKSmJpKSkNOft7e1z3PPWbDZbNda5n52dHXZ2dk8wIxERERERERER25CuzskiT4N7XxT18PDAwcEBk8mEh4dHFmb1dEitE2VAQEAWZSNGMplMuLm5UaVKFcNj3/+hgiNHjnDhwgUCAgIoV64c5cuXzxYfKti5cyfXr18nb968WZ2KiMW5c+dYsmSJpRjMbDazZMkSmjVrhq+vbxZnJyIiT5v42JgMx3B0cTUkjpGxcmocI2MZGefmzZsZjgN3Xy/Iicdm1HGBbR6bLcUxMpYtxjHyeWRrx2aLP/+oqChD4tj6aydivFy5cjFz5kzD43722WdMmzYtzfnQ0FDatm1r+H6z0sqVKxk5cmSa84MGDSIkJOQJZiQiIiIiIiIiYhvSVZxctmxZli1bRlBQEGXKlHngi5Umk8nScVaeTleuXGH37t0kJSVx9uxZSpUqldUpPZTJZCIsLMyqe29cXBx2dnY4OTllmw6sIk+be38vk9+QM+rNwidhx44dPPfcc5jNZipUqJDV6YgAd/8GTpkyBYBr165x+PBh8uTJQ2BgIFOmTGHcuHH6mygiIk/czAHdMrT9oLlfGxLHyFg5NY4t5pQcx4jb1N+4ccPQnGzl2Iw6rntzsrVjs5U4tpiT0XGMfB7Z2rHl5J+/iBE6dOhAw4YN05w34nfI1jz33HMsX748zfn8+fM/wWxERERERERERGxHuoqTX3vtNQoUKGD5XgUpkhqz2UxsbCybN2+2FAeuWLGC7t27kz9/fpt/3tzfvdfNzS0LsxGRh7n/QwV79uxhwYIFvPrqq1SrVi1bfKjgzp07ls60CQkJfPLJJwQFBdG6dessziz9zGYzV65cwdnZOatTEYOcPn2aXbt2AXDx4kXi4uK4fPkysbGx7Nq1i9OnT1OsWLEszlJEREREREREbE2BAgUs7yU9LTw9PfH09MzqNEREREREREREbE66ipMHDRpk+V63n5LUmM1mBg8ezMGDB0lISMDHx4c7d+4watQo3nnnHV599VXmzp1r84WCIpK93Puhgjp16lCnTp0szujR1KtXjzVr1vD2229z8+ZN3n33Xezs7Pj3338NLf7cvn07U6dOJSQkhNq1axsSM/kDKTNnzuTAgQOYTCa2bdtGzZo1cXd31/U+G/Pz86NatWrs2bOHIkWKcOvWLfLmzYurqyuVK1fGz88vq1MUERERERERERERERERERERERtml9UJSM6RXIjm4OBAYGAghQoVIikpiYSEBK5fv561yYmI2Biz2UxMTAyBgYFcvHiRyMhIALy8vPDw8DBsP7GxsUyePJlLly4xefJkS6fpjEj+QErLli2ZOXOmZaxp06YUK1aMIUOGWDpCS/ZjMpkYPHgwAB4eHlStWpWSJUtaxlV4LiIiIiIiIpLzREZG4u/vz4oVKwDo0qUL/fr1s1qzdu1amjVrRkBAAC+++CIAZ86coVu3blSqVAl/f38OHz6c7n1u2rQJf39/unTpkur81KlT8ff3t3zVrFmTbt26sXv3bsuav/76i1GjRtGsWTMqVKhA06ZNGTduHNHR0Q+MFRQURMuWLZk3b16K17EWLVpEv379qFmzJv7+/mzYsCHdxyQiIiIiIiIiInelq3NyssjISJYuXcru3bu5fPkyAPnz56dGjRp06NBBt656iplMJsLCwixFb2azmbi4OMaNG4eHhwejRo1SMZOIyP93b7f58+fPc+XKFQBKlixJgQIFGDNmDGFhYYZcNxcvXkxERAQAERERLFmyhB49emQ4bnJuhQsXxsnJiVOnThEVFcWNGzcyHFuynq+vL506dWLRokWYzWZMJhOdOnXC19c3q1MTERERERERkSdg9OjR2Nn9X3+b6OhoRo0aRXBwMKGhoeTKlQuASZMmcebMGaZMmYKHhwfPPPNMuvcRHh4OwK5du7hw4QKFChVKscbFxYX58+cDcPHiRaZPn0737t359ttv8ff357vvvuPEiRP07NmTZ599lpMnTxIWFsaePXtYunSp1THcGysmJoZt27YRGhqKg4MDnTt3tqxbvXo1AA0aNGDVqlXpPh4REREREREREfk/6S5O/u233wgJCSE6Ohp7e3s8PT0xm82cOHGC7du3M2fOHKZNm0a1atUyM1+xYSaTCVdXV8tjNzc3xo8fn4UZiYjYruTiXk9PT1xcXLCzs6NAgQI4OTkZto/Dhw8zYcIE8uTJg7u7O2azmSVLltCsWbMMFZmm9oGUw4cPM2XKFNq0aUObNm30gZQc4JVXXmHDhg1cvXoVHx8fOnXqlNUpiYiIiIiIiMgTUrJkSavHZ86c4c6dO7Ru3ZoqVapYxo8fP07VqlWpV6/eI8W/desWmzdvpm7dumzdupXw8HD69OmTYp2dnR0VK1a0PA4KCqJRo0YsW7aM9957jz59+uDl5WWZr1GjBj4+PgwcOJDdu3dTvXr1NGPVqlWLv/76i++//96qODm5qPns2bMqThYREREREREReUzpKk6OjIxk6NCheHh48OGHH9KgQQNLEWpMTAw//fQTEyZMYPDgwaxfv14dlEVEsqHt27czdepUQkJCqF27dlank6OlVtybPA53u7hktLjXbDbzn//8hyNHjuDo6EidOnUwmUyYzWamTJnCuHHjMrSP+z+QUqVKFUvnGckZXFxcGDp0qOW64OLiktUpiYiIiIiIiIhBvv76a2bMmEFERAQVK1Zk2LBhVvNdunTBzc2NmTNnMnXqVKZNmwZA9+7dAXjppZdYuXIlAH///TerV6/G19eXzZs3p2v/P/zwA7Gxsbz22mvcuHEjzeLk+xUuXBhPT0/Onj0LYFWYnKxcuXIAljuAPoi7u3uKO4Hd221ZREREREREREQeT7qKk5cvX05SUhJLliyhYMGCVnOurq60aNGCihUr8uKLL7J8+fJ0vYAkIsYym83ExsZy/Phxbt68iYeHh6XwMaOFjsmxk+MlJCTw4YcfUqNGDVq1aqUOqTlAbGwskydP5urVq0yePJnKlSurEDGT3V/ca7TTp09b3lixt7e3/J4mJiaya9cuTp8+TbFixTJt/5Iz1K5dWx9WEBEREREREbFBjRs3fuD8pk2b0pz76aefePfdd2nbti0tWrTgwIEDvP7662mub9++Pb6+vowcOZL33nuPgIAA8uXLR8eOHRk+fDjFixdn4MCBj3RHsLVr1+Lr60ulSpUIDg4mNDSUY8eOUapUqQduFx0dzY0bN8ifP3+aa3bv3g1AiRIlUswlJCQAd18P3bp1K7/++itvvvlmuvMWEREREREREZH0SVdx8tatW2nXrl2KwuR7FS5cmLZt2/Lrr7+qOFnkCTObzQwePJg9e/awY8cOEhMTKVeuHO3atQOgfPnyhIWFPVYRcXLsgwcPWsZOnDjBr7/+islkonfv3sycOVMFytnc4sWLiYiIACAiIoIlS5bQo0ePLM5KMsLPz49OnTrx448/4u7ubhm3t7encuXK+Pn5ZWF2IiIiIiIiIiKSVaZPn07VqlUJDQ0FoF69esTExDBz5sxU1xcsWNBSNFyyZEkqVqwIgK+vLy4uLnh5eVnG0iMiIoLffvuNXr16YTKZaNmyJRMmTGDt2rWpFkknFxRfvHiR8ePHk5iYSPPmzVONHRUVxaRJk6hVqxZly5a1mrt9+zYBAQFWY23btqVr167pzl1ERERERERERNInXcXJ//77L126dHnouqpVq7Ju3boMJyUij85kMpGQkEBiYiIAcXFxhsa+V3JHXScnJxwc0nUZERt27tw5lixZwpUrV7hy5Qp+fn4sWbKEZs2a4evrm9XpyWMymUwMHTqUffv2Wa4LyeODBw/WBwpERERERERERLKxB3VGfpDExEQOHjyYoltw8+bN0yxONtq6detITEwkODgYgHz58lGzZk3Cw8MZNmyY1etW9xcU58mTh/fee4969eqliJuYmMjw4cOJiYnho48+SjHv4uLCV199BcCdO3c4ePAgU6ZMwdHRkffff9/owxQREREREREReaqlq6owKioKLy+vh67z8vIiKioqw0mJyKMxmUyEhYURGxtLeHg4p06donfv3jg7OwN3X3R93ELEe2PD3U7KAPv376dIkSIULlxYRY732L59O1OnTiUkJITatWtndToPZTabmTJlCgCHDh0iMTGRO3fuULlyZaZMmcK4ceP0883GfH19ad++PUuXLrWMJd+GU0REREREREREnj6RkZEkJCSkeM/Hx8fnieUQHh7Os88+S6FChSzvKTVq1IgPPviAPXv2UKVKFcva5IJik8mEp6cnhQoVws7OLtW47777Lrt27WL+/Pmpvv5lZ2dHYGCg5XGVKlVISEhg/PjxdOnSxdIdWkREREREREREMi5dxcl37tzB0dHx4cEcHIiPj89wUiLy6EwmE66urrRv3z7TYt+rRo0ahu8nu4uNjWXy5MlcvXqVyZMnU7lyZUuXaVt1+vRpdu3aBdztOhIZGUmePHlITExk165dnD59mmLFimVxliIiIiIiIiIiImIELy8vHBwciIyMtBq/evXqE9n/6dOn+fPPPwGoVq1aivm1a9daFSffX1CclgkTJrB69Wo+//xzgoKC0p1PiRIlADh27JiKk0VEREREREREDJSu4mSAf//9F3t7+4euERF5Wi1evJiIiAgAIiIiWLJkCT169MjirB7Mz8+PatWqsWfPHoKCgoiPj8fJyQl7e3sqV66Mn59fVqcoGXDu3Dm++eYbIiIiuHDhAr6+vnzzzTe0aNHC5rsnm81mrly5Qu/evdm/fz9ly5a1dHDPSDd4EREREREREZGnmb29PeXKleOHH36ge/fulvGNGzc+kf2vWbMGk8nEtGnT8PDwsJr78ssv2bBhA2+//Xa6GuYkmzVrFnPmzCE0NJQGDRo8Uj7Hjh0DwNPT85G2ExERERERERGRB0t3cfLIkSMfusZsNqtYSESeSufOnWPJkiWYzWYArly5wqRJk2jWrJlNF4GaTCYGDx5M9+7dMZlMODk5WY3rmp59mc1mpkyZAsDRo0eJjY3l9u3b+Pj4MGXKFMaNG2ezP1+z2czgwYPZvHkzhw4dAu5272nXrh0A5cuXJywszGbzFxERERERERGxZf3792fgwIGMHDmSFi1acODAAcLDw5/IvtetW0fVqlVp0qRJirnY2Fi2bNnCtm3baNiwYbrirV27lokTJ9KyZUueffZZ9u3bZ5krWLAgBQsWtDxOSkqyzMfHx3Pw4EGmT59OyZIlqVq1qmXd/v37OXfunKW7dHKnZy8vL6pXr/6IRywiIiIiIiIi8nRKV3FyaGhoZuchIpJt3VsECnDjxg32798PwMCBA1m1apVNF1H6+vrSqVMnFi1aZPmQSadOnWy6qFoe7vTp0+zatQsAb29vzp07h7e3N4mJiezatYvTp09TrFixLM4ybSaTibx58+Lm5gaoe41IdrN9+3amTp1KSEgItWvXzup0RERERERE5B6NGzdm7NixzJgxg3Xr1lGhQgU++eQTOnbsmKn7PXDgAP/++y89e/ZMdb5u3brky5ePtWvXprs4edu2bcDdoud169ZZzQ0aNIiQkBDL49jYWF5++WUAHBwcKFiwIK1bt2bQoEFWnZoXLVrEypUrLY/nzJkDQPXq1Vm4cGG68hIRERERERERedqlqzj5pZdeyuw8RESyrXuLQOHurRFNJhNms5mTJ0/afBEowCuvvMKGDRu4evUqPj4+dOrUKatTkgzy8/OjWrVq7Nmzh9KlS1OiRAns7e2xt7encuXK+Pn5ZXWKaTKZTISFhREbGwtg6UieXOTv4uJi0wX/Ik+72NhYJk+ezNWrV5k8eTKVK1fGxcUlq9MSERERERGRe3Ts2DFFMfKRI0cs399fhBsYGGg1n+xROi6XL18+1RjJ7O3t2bp1q+VxSEiIVXFxasaNG8e4ceMeuu/0xHrUmCIiIiIiIiIikjaTObniRyydTgMDA7M4ExHJTsxmMyNGjGDPnj0kJiYCEB0dDcBzzz3HuHHjskUhpbpc5jznzp2je/fulucl3O0KM3fuXHXGFpFMM2fOHKtu/J07d6ZHjx5Zlo/+jS+S/ellCxERkcyVHV63EhERERERERERkexFxcn3UOGCiDwuFYGKrbK1IkERydm+++47unbtire3N4ULFway/u+h/o0vkv3dibmd4RiOLq7cvHnTgGzAw8PDkFgeHh7Ex8ZkOI6ji6thcWzxHNlSHCNj5dQ4RsbKqXGMjGWLcYy4HoFx1yRbO0dGxrLFOCpyFrPZbPX66P3s7Oyws7N7ghmJiIiIiIiIiEhWccjqBEREcgJfX186depkVQTaqVMnFSZLlnvllVfYsGEDV69excfHh06dOmV1SiKSQ5nNZgYNGsTVq1eJiIigUKFCmEwmzGYzU6ZMyTZ3EhAR2zRzQLcMbT9o7tcAFClSJMO53Lhxw5BYyXGMOracfI5sJY4t5mRrcWwxJ1uLY4s52dp1DYy7JtnaObLFnIyOI0+3nTt30rVr1zTnX3rpJcaNG/cEMxIRERERERERkayi4mQREYOoCFRskYuLC0OHDmXq1KmEhITg4uKS1SmJSA51+vRpHB0dMZlM+Pj4WAqRExMT2bVrF6dPn6ZYsWJZnKWIiIiIiIhkloCAAJYvX57mvKen5xPMRkREREREREREspKKk0VEDKIiULFVtWvXpnbt2lmdhojkcH5+frz44ov88ccfJCUlWcbt7e2pXLkyfn5+WZidiIiIiIiIZLZcuXIRGBiY1WmIiIiIiIiIiIgNUHGyiIiBVAQqIiJPK5PJxODBg+nevXuq48mdlEVEREREREQiIiKoV68egwYNYuDAgamuad++Pfb29ixdupQVK1YwcuRIy1zu3LkpXrw4ffv2pXHjxpbxf/75hylTprBv3z6uXbuGp6cnZcuW5ZVXXqFBgwYAbN++neXLl7Nv3z4iIiIoXLgwrVu3plevXjg5OVnl8M0337Bw4UJOnz5N7ty5qV27NsOGDaNAgQLpOs4dO3bQtWtXANavX0+JEiWs5mfNmsXEiRNxc3Nj7969TJ06lWnTpj0wpq+vL5s3b05zfsuWLSxYsIADBw5w69Yt8uXLR4MGDejZs6fVB4fj4uKYP38+a9eu5dSpUzg7OxMUFETv3r2pVauWVcz9+/ezePFi9u3bx4kTJ2jQoAEzZ85M1zkQERERERERkaeTipNFRERERMQQvr6+dOrUiUWLFmE2mzGZTHTq1AlfX9+sTk1ERERERERsiLe3N7Vq1WLdunWpFiefPn2av/76i/fee89qfPbs2Xh4eBAZGcncuXMZOHAgs2bNon79+pw6dYr27dvj7+/PiBEj8PLy4ty5c2zZsoWdO3daipOXLl1KTEwMISEhFC5cmIMHDzJ16lQOHz7MlClTLPtavnw577zzDj169GDkyJFcvHiRSZMm8ffff7NixQrs7OzSfbxubm6Eh4czZMgQq/Hw8HDc3Nwsj9u3b0+9evUsj7/55hvCw8OZP3++Zez+Aup7TZo0iRkzZtC0aVPGjh2Lt7c3586dY+XKlXTv3t1S1BwbG0uPHj04dOgQPXv2pEaNGkRHR7N8+XJ69OjBu+++y6uvvmqJu2fPHnbv3k1QUBBxcXHpPm4REREREREReXqpOFlERERERAzzyiuvsGHDBq5evYqPjw+dOnXK6pREREREREQkDWazmfj4+AcWvGaWVq1a8d///pe///6bMmXKWM2tXbsWBwcHXnjhBavxgIAAvLy8AKhevTrPPfccixYton79+qxYsQKAuXPn4urqatmmXbt2JCUlWR6PGTPGEgOgRo0aODg48NFHH3Hu3DnLB2zDw8OpVq0aI0aMsKx1dnZm2LBhnDhxIkUX5Adp3Lgx69atsypOPn78OH///TetW7fmxx9/BKBgwYIULFjQsubXX3/Fzs6OihUrPnQfv/zyCzNmzKBfv368/vrrlvFq1arRpk0bq27LYWFh7Nmzx1LYnaxJkyYMGzaM//3vf1StWhV/f38AunTpQrdu3Szfi4iIiIiIiIg8TPo/1i0iIiIiIvIQLi4uDB06lAIFCjBkyBBcXFyyOiURERERERH5/0aMGEFwcDBbtmyhdevWBAYG8tJLL1GpUiUOHDhA+/btCQoKok2bNhw4cIC4uDhGjx5N9erVqV+/PvPmzbOKd+zYMfr06UONGjWoUKECzZs3Z9asWenKpUmTJri4uBAeHp5ibt26ddSuXduqiPh+uXLlolixYpw9exaAqKgocuXKZVWYnOzeLsepxSxXrhwAly9ftowlJCSQK1cuq3W5c+cG7hZ1P4qWLVty9uxZ/vrrL8vYmjVrCAoKws/P75FipWXOnDn4+PgQEhKS6nyjRo2Au12Tly5dSo0aNawKk5MNGzYMs9nMwoULLWOP0iVaRERERERERATUOVlERERERAxWu3ZtateundVpiIiIiIiI5FiNGzd+4PymTZvSnLt8+TIfffQRAwYMoGDBgixfvpxTp04xatQounfvjre3NxMnTiQkJITKlSvj4+PDpEmT2LRpE6GhoQQFBVG5cmUABgwYgLe3Nx999BG5cuXi9OnTXLx4MV3HkCtXLho1asT69et54403MJlMABw6dIjjx4/Tv3//B26fmJjIxYsXKVWqFHC3q/LixYt577336NSpE/7+/ukuqt29ezf29vYUK1bMMtahQwdGjRrF+vXrqV+/PpcuXWLq1KnUrFmTkiVLpituMh8fH6pXr054eDhBQUHA3QLsLl26EBUV9UixUpOQkMCePXto1qwZjo6OD1x74MABbt++TZMmTVKd9/Pzo3Tp0uzcuTPDeYmIiIiIiIjI00vFySIiIiIiIiIiIiIiIk+JGzduMHv2bEuR7O7du4mPj2f48OGWTrpJSUn079+fihUrMnLkSABq1qzJhg0b2LBhA5UrVyYyMpIzZ84watQoS1femjVrPlIuwcHBrF+/nj179lClShUAwsPDcXV1TbV4NikpiYSEBCIjI5kxYwZXrlyxdAp+6aWX+P3331m2bBnLli3D3d2dmjVr0q5duwcWc587d47Zs2fz0ksvWXVVbt26NbGxsbz11lvEx8cDUKVKFaZNm/ZIx3jvsU6ePJkRI0bw559/cv78eVq0aMHSpUsfK969rl+/TlxcHIUKFXro2kuXLgFQuHDhNNcULlyYrVu3ZjgvEREREREREXl6qThZREREREREREREREQkG3lQZ+SH8fT0tBQmJ7Ozs7MqLH7mmWcArO6KY29vj5+fn6UzsqenJ76+vnz66afcuHGDWrVqUbBgwUfKpX79+uTNm5d169ZRpUoVzGYz69evp3Hjxri5uaVYX6dOHcv3Li4uDBgwgA4dOljymzhxIv369eOnn35i9+7dbNu2jU2bNjFw4ECGDBmSIt6tW7cICQnB29ub//73v1Zz33//PaGhofTv35/q1atz6dIlpk2bxmuvvcbcuXOxt7d/pGNt3rw577//Pjt27ODHH3+kZs2a5MuX75FiwN2O0Waz2fLY3t7e8ji5+7QRjIwlIiIiIiIiIk8fFSeLiIiIiIiIiIiIiIg8Jby9vVOMubi44OTkZHns6OgIgIeHh9U6R0dH4uLigLvFq7Nnz2by5Mm8//773L59m4CAAEaOHEm1atXSlYujoyPNmzfnu+++Y9SoUezdu5cLFy7QqlWrVNfPmzePXLlykSdPHgoXLoyDQ8q3uUqVKkWpUqXo27cvkZGR9OrViy+++IJu3bqRN29ey7r4+HgGDx7MpUuXWLp0Kblz57bMmc1mRo8eTYcOHRg0aJBV7BdffJFNmzbRrFmzdB1jMg8PDxo0aMDq1av55ZdfGD58+CNtn6x79+7s3LnT8njBggVUqVIFZ2dnzp8//9DtCxQoAPDAtefPn7esExERERERERF5HHZZnYCIiIiIiIiIiIiIiIg8GUZ2xC1evDhTpkxh586dLFy4ECcnJ/r378+tW7fSHaNVq1ZERkby22+/sXbtWjw9Pa06JN/L39+fwMBA/Pz8Ui1Mvp+Xlxdt27YlISGBU6dOWcaTkpJ466232Lt3L1988QVFixa12i4yMpLIyEjKli1rNV66dGns7e05ffp0uo/vXsHBwaxevZro6OhHLm5ONnbsWJYvX275CggIwMHBgSpVqvDbb78RHx//wO3Lly+Pm5sbmzdvTnX+zJkzHDt2jOrVqz9WfiIiIiIiIiIioOJkEXnKbN++nU6dOrF9+/asTkVEREREREREREQkR3B0dKR69er07duX6OhoLl++nO5tq1atSuHChVm1ahUbN27k+eeft3RufhRXr15NdfzkyZMA+Pj4WMbef/99fvjhB6ZNm0ZAQECKbby8vHB1deXAgQNW44cOHSIxMRFfX99Hzg+gYcOGNG3alD59+pArV67HilG8eHECAwMtX8lxevTowdWrV/nss89S3e6nn34C7nbJ7tixI7/99htbt25NsW7y5MkAdOnS5bHyExEREREREREBePjHykVEcojY2FgmT57M1atXmTx5MpUrV8bFxSWr0xIRERERERERERHJdv7++2/Gjx9PixYtKFq0KNHR0cycORNfX1/8/PzSHcdkMtGyZUtmz56N2WymVatWj5XP559/zuHDhwkODqZkyZLExcWxfft2Fi9eTJMmTSwFxTNnzmTJkiV0794dNzc39u3bZ4nh5+eHl5cXJpOJTp06sWDBAnLlykWNGjW4dOkSU6dOpWjRojRo0OCxcnR2dmbKlCmPte3D1K9fn/79+zN9+nT+/fdfWrZsibe3N+fOnWPNmjWcOHGC5557DoAhQ4awb98+Bg0aRM+ePalRowbR0dF88803/PTTT7z77rv4+/tbYkdGRrJz507L97du3WLDhg0ANGjQAFdX10w5JhERERERERHJvlScLCJPjcWLFxMREQFAREQES5YsoUePHlmclYiIiIiIiIiIiEj2ky9fPnx8fJg5cyaXLl3Cw8ODqlWr8vHHH2Nvb/9IsVq1asWsWbPw9fWlcuXKj5VP69atiYuLY+HChVy6dAl7e3t8fX156623eOWVVyzrkrsFz5s3j3nz5lnFCA0NpW3btgAMGzYMT09PVq1axdy5c8mbNy9Vq1Zl2LBhuLm5PVaOmW3YsGFUqlSJhQsX8u6773Lr1i3y589P7dq1GTlypGWdi4uL5fjXrl3L7NmzcXJyIigoiLlz51K7dm2ruMeOHWPIkCFWY8mPN23aRJEiRTL/4EREREREREQkWzGZzWZzVidhK/bv3w9AYGBgFmciIkY7d+4c//nPf4iMjKRAgQI4ODjg4ODA3LlzH/sWfCIiImL79G98kezvTsxtZg7olqEYg+Z+zc2bNw0pmrhx44YhsW7cuEF8bIwhx2ZUHFs8R7YUxxZzsrU4tpiTrcWxxZxs7boGxl2TbO0c2WJORsYxmUwZiiEiIiIiIiIiIiI5h4qT76HCBZGcyWw289ZbbzF58mQSEhIoVKgQZcqUwd7ensqVKzNu3Di9eSIiIpJD6d/4ItmfXrYQERHJHvT6moiIiIiIiIiIiCRzyOoEREQy2+nTp9m9ezf29vYkJCRYbimYmJjIrl27OH36NMWKFcviLEVEREREJDXxsTEZjuHo4mpInORYN2/ezHAcDw8Pmzo2o44L7h6bUefIluIYGcsW49ji70hOjGNkLFuMo+fRk4tli3GioqIyHCc5lgqdc4aEhIQ050wmk+V12uwqKSmJpKSkNOft7e31XBYRERERERGRp5aKk0Ukx/Pz86N69eokJiZy48YNPD09ASydk/38/LI4QxEREREReZCZA7plaPtBc782JM69sYoUKZKhODdu3DAkJ6OOzajjgv87NqPOka3EscWcjI5ji78jOS2OLeak59GTi2OLOdlanHtjSfZ29uxZGjdunOZ89erVWbhw4RPMyHifffYZ06ZNS3M+NDSUtm3bPsGMRERERERERERsh4qTRSTHM5lMDB48mD179uDt7Z1iXN0rRERERERERERERIyTP39+li9fnua8u7v7E8wmc3To0IGGDRumOW9Esb6IiIiIiIiISHal4mQReSr4+vrSqVMnFi1ahNlsxmQy0alTJ3x9fbM6NREREREREREREZEcxcnJicDAwKxOI1MVKFCAAgUKZHUaIiIiIiIiIiI2yS6rExAReVJeeeUVS+dkHx8fOnXqlMUZiYiIiIiIiIiIiDy9/P39+fLLL1Odq1SpElOnTrU8HjFiBP7+/pavSpUq8dJLL7FmzRqr7cLDw/H39+e3336zGk9MTKRt27a0bduWxMREq5hvvvlmiv2PGDGC4ODgFOPHjh2jf//+VKlShUqVKtG2bVv27NnzSMcdHx/PokWLePnll6lSpQrly5enUaNGvP322xw+fNhq7aOeo/tzTkxM5I033qB8+fL8/PPPAOzfv5+RI0fywgsvUKZMGfr16/dI+YuIiIiIiIiIPIw6J4vIU8PFxYWhQ4cydepUQkJCcHFxyeqURERERERERERERCSdihYtysSJEwGIjo5m3bp1vPnmm+TKlYtGjRoBEBwczMqVKxkzZgxr167FyckJgIULF3L48GG+/vpr7O3treKuW7eO1157jWeeeeaB+//777959dVXadiwIZ9++ikODg4cPHiQ2NjYdB9DXFwcffr0Ye/evbz88sv0798fd3d3Tp06xapVq2jTpg179+7Fzc3tEc5M6pKSkhgxYgQbN24kLCyMhg0bArBnzx52795NUFAQcXFxGd6PiIiIiIiIiMj9VJwsIk+V2rVrU7t27axOQ0RERERERERERCTLmc1m4uPjLQW8ts7FxYWKFStaHtepU4ddu3bxww8/WIqTAUaPHk1wcDAzZ84kJCSEixcvEhYWxquvvkpgYKBVzGeeeYa4uDimT5/O+PHjH7j/MWPG0LBhQz755BOrHB7F5MmT2bVrF3PmzKFWrVqW8erVq9O+fXtWrFiBnV3Gb3yalJTEqFGj+O6775g8eTKNGze2zHXp0oVu3bpZvhcRERERERERMVrGX90QERERERERERERERERmzdixAiCg4PZsmULrVu3JjAwkJdeeolKlSpx4MAB2rdvT1BQEG3atOHAgQPExcUxevRoqlevTv369Zk3b55VvGPHjtGnTx9q1KhBhQoVaN68ObNmzXpix2MymXBzcyMhIcFq3M/Pj379+vHFF1/w77//8v7775MrVy6GDh2aIoajoyN9+vRh7dq1nDp1Ks19HT9+nL1799K5c+fHzjc2NpalS5fSrFkzq8Lke7Vt2zbDd/0zm828++67rF27lk8//ZQmTZpYzRtR/CwiIiIiIiIi8iB69UFEREREREREREREROQpcfnyZT766CN69OjBrFmzKFOmDPHx8YwaNYpOnToxdepUEhMTCQkJYdSoUbi4uDBp0iSaNGlCaGgoe/bsscQaMGAAUVFRfPTRR8ycOZNevXoRExOTqfknJCSQkJDAjRs3WLRoEUePHqV58+Yp1vXp04ciRYrQu3dvNm3axNtvv02uXLlSjdm+fXt8fHyYPn16mvvdt28fADdv3uTFF1+kXLlyNGrUiIULF6Y79wMHDnD79m3q1q2b7m0eldlsZvTo0axatYpPPvmEZs2aZdq+RERERERERETS4pDVCYiIiIiIiIiIiIiIiEj6NW7c+IHzmzZtSnPuxo0bzJ49m6CgIAB2795NfHw8w4cPp379+gAkJSXRv39/KlasyMiRIwGoWbMmGzZsYMOGDVSuXJnIyEjOnDnDqFGjaNSokWVNZjp27BgBAQGWxyaTiQEDBqToDAzg5OTEa6+9xhtvvEGNGjV4/vnn04zr5ORE3759CQ0NZeDAgfj5+aVYc/XqVQDefPNNevbsSYUKFdi8eTMffvghefLkoXXr1g/N//LlywAULFjQajwpKYmkpCTLY3t7e0wm00Pjpeaff/7hn3/+YciQIQ88ZhERERERERGRzKTOySIiIiIiIiIiIiIiIk8JT09PS2FyMjs7O6vC4meeeQaA2rVrW8bs7e3x8/Pj4sWLlji+vr58+umnrFy50jKemfz8/Fi+fDnLly/nq6++YsiQIcyaNYuZM2emun7ZsmWYTCaOHj3K9evXHxi7Q4cOeHl5pdk9Obl4uF27dvTr14+aNWsyatQonnvuOWbMmJGu/M1mM0CKwuMPP/yQgIAAy9fGjRvTFS81hQsXpkSJEixcuJB///33seOIiIiIiIiIiGSEipNFRERERERERERERESykU2bNj3w60G8vb1TjLm4uODk5GR57OjoCICHh4fVOkdHR+Li4oC7BbazZ8+mePHivP/++zRo0IC2bduya9eudB+Hvb09iYmJqc4lJibi4GB9A1BnZ2cCAwMJDAykWrVqDBgwgJdffplp06alKD5esWIFu3btYsqUKSQlJTFx4sQH5uLk5ETv3r1Zs2YNZ86cSTGfJ08eIGV36Jo1a3Ly5Eni4+MfdrgUKFAAIEUhd+/evVm+fHmqhdGPeo7c3d2ZM2cOLi4u9OrViwsXLjw0LxERERERERERo6k4WURERERERERERERE5Clxf9fejChevDhTpkxh586dLFy4ECcnJ/r378+tW7fStb2XlxdXr15NMR4VFUVcXFyqhdT3K1GiBHfu3OHUqVOWsWvXrjFhwgTatm1Ls2bNeP3111m+fDl79+59YKyXX34ZT0/PVDshlyhRIs3t7Ozs0nVey5cvj5ubG9u2bbMaL1y4MIGBgZQuXTrFNo9zjgoWLMicOXOIjY2lZ8+eREZGPjQ3EREREREREREjqThZREREREREREREREREHpujoyPVq1enb9++REdHc/ny5XRtV61aNbZs2UJCQoLVeHL35ypVqjw0xrFjxwDw9PS0jE2YMAGAN998E7hbdFyhQgXGjBmTZhdiuNtBunfv3qxatYqzZ89azVWqVIk8efLw22+/WY3/9ttvlChRIkUH47Tid+zYkY0bN7Jjx46HrofHP0fPPvsss2fP5vLly/Tp0yfdBeMiIiIiIiIiIkZ4+CslIiIiIiIiIiIiIiIiIvf4+++/GT9+PC1atKBo0aJER0czc+ZMfH198fPzS1eMfv360aFDB7p3784rr7xC3rx5+fPPP5kxYwatWrVK0a04NjaWffv2Wb7fvXs333zzDXXq1LHsc9euXaxcuZKPPvrIUrBsMpkYM2YM7dq1Y+HChXTv3j3NnDp27MisWbPYtWsXpUqVsow7OTkxcOBAJk6ciIeHBxUqVOCnn37i559/5rPPPkv3eRs6dCgHDx6kT58+vPzyy9SpUwd3d3ciIiLYuHEjAG5ubo99ju4VEBDA9OnT6d27NwMHDmTWrFk4OTkRGRnJzp07AYiMjOTWrVts2LABgAYNGuDq6pru4xERERERERERSY2Kk0VEREREREREREREROSR5MuXDx8fH2bOnMmlS5fw8PCgatWqfPzxx9jb26crRpkyZVi0aBFTpkzhvffeIzY2lsKFC9OnTx/69euXYv2ZM2d4+eWXgbvdmn19fenVqxd9+vQB4M6dO4wePZoqVarQtm1bq23Lli1L586dmTJlCi+88AIFChRINScXFxd69erF+PHjU8x1794dk8nEggUL+PzzzylatCjjx4+nSZMm6TpeAGdnZ7788kuWLVvGmjVrWL58OfHx8eTPn58qVaqwePFiq27Ij3qO7le9enUmTZrE4MGDef311wkLC+PYsWMMGTLEal3y402bNlGkSJF0H4+IiIiIiIiISGpUnCwiIiIiIiIiIiIiIvIUGDduXIqxkJAQQkJCrMaKFCnCkSNHUqxduHCh5Xtvb28+/vjjDOcUGBjIrFmzHrpu3LhxqeZ/LycnJ9avX5/m/KhRoxg1apRVzNT07NmTnj17pjrXrVs3unXr9tB8H8TR0ZHOnTvTuXPndK1/lHOUmsaNG3Pw4EHL4xo1aqT68xURERERERERMYpdVicgIiIiIiIiIiIiIiIiIiIiIiIiIiIiOYPJbDabszoJW7F//37g7ifQRUREREQk+9O/8UWyP71sISIi8vQxmUxZnYIYICEhIc05k8mEvb39E8zmyXgaj1lEREREREREJDUOWZ2AiIiIiIiIiEha4mNjMhzD0cXVkDhGxsqpcYyMZWtxjIxlZJybN29mOI6Hh0eOPke2dK7h7vm2pZ9bTn8eGXVstvjzz4lxkmNFRUUZEkdFzlnn7NmzNG7cOM356tWrs3DhwieY0ZMREBCQ5pyvry+bN29+gtmIiIiIiIiIiGQdFSeLiIiIiIiIiE2bOaBbhrYfNPdrQ+IYGSunxrHFnJ6GYytSpEiG4ty4ccOQfO7NydbOka2ca/i/820rP7en4Xlk1LHZ4s8/p8XJjJwka+TPn5/ly5enOe/u7v4Es3lyHnTMTk5OTzATEREREREREZGspeJkERERERERERERERERMYyTkxOBgYFZncYT9zQes4iIiIiIiIhIauyyOgERERERERERERERERHJXP7+/g/9WrFiBWfPnrU8/uWXX1LEWb9+vWU+MjLSMt6oUSP8/f2ZOHFiim2uXLlCuXLl8Pf3Z8OGDZl6nCIiIiIiIiIikvXUOVlERERERERERERERCSHW7ZsmdXjl19+mS5duhAcHGwZ8/Pz4/bt2wC4ubkRHh5O/fr1rbYLDw/Hzc3Nsu5ebm5urF+/njfeeAOTyWQZX7duHc7OzqluIyIiIiIiIiIiOY86J4uIiIiIiIiIiIiIiORwFStWtPoCKFSokNWYl5eXZX3jxo358ccfiY2NtYxFRUXxyy+/0KRJk1T30bBhQy5dusQff/xhNR4eHp7mNiIiIiIiIiIikvOoOFlERERERERERERERESsNGjQAHt7e3766SfL2MaNG8mbNy81atRIdRtPT09q167NunXrLGOnTp1i//79Vh2aRUREREREREQkZ1NxsoiIiIiIiIiIiIiIiFhxdHSkWbNmhIeHW8bWrl1LixYtsLNL++2l4OBgNmzYQEJCgmWbsmXLUqJEiUzPWUREREREREREbINDVicgIiIiIiIiIiIiIiIi6de4ceMHzm/atMmQ/QQHB9O3b1+ioqKIiYlh165dDB8+nH/++SfNbZo0acLo0aPZtm0bDRo0IDw8nP/85z+G5CMiIiIiIiIiItmDipNFREREREREREREREQkhRo1auDp6cnGjRu5efMmfn5+BAUFPbA42d3dnUaNGhEeHo63tzcnT54kODjY0klZRERERERERERyPhUni4iIiIiIiIiIiIiIZCNGdUZ+GDs7O1q0aMG6deuIiooiODg4XdsFBwfzxhtv4O7uTrVq1ShYsCBnz57N5GxFRERERERERMRW2GV1AiIiIiIiIiIiIiIiImKbgoOD2bFjBwcPHkx3cXK9evVwcnJi2bJl6d5GRERERERERERyDnVOFhERERERERERERERkVSVL1+eNm3a4OzszLPPPpuubRwdHenfvz+7d++mefPmmZyhiIiIiIiIiIjYGhUni4iIiIiIiIiIiIiISJpCQ0MfeZsePXrQo0ePTMhGRERERERERERsnV1WJyAiIiIiIiIiIiIiIiIiIiIiIiIiIiI5gzoni4iIiIiIiIiIiIiIPGWOHDmS6niRIkXSnEvWtm1b2rZtazW2efPmB26TnrgiIiIiIiIiIpIzqHOyiIiIiIiIiIiIiIiIiIiIiIiIiIiIGMJkNpvNWZ2Erdi/fz8AgYGBWZyJiIiIiIgYQf/GF8n+9LKFiIiIPC6TyZTVKYiIiIiIiIiIiDyVHLI6ARERERERERGRtMTHxmQ4hqOLqyFxjIyVU+MYGcvW4hgZK6fGMTJWTo1jZKycGsfIWLYWJznWzZs3MxzHw8PDpo7NqOMCY48tKirKkHxU5CwiIiIiIiIiIvJoVJwsIiIiIiIiIjZt5oBuGdp+0NyvDYljZKycGscWc9KxPbk4tpiTrcWxxZxsLY4t5pQZx1akSJEMxblx44YhORl9jjJ6XGD8sRl1rkVERERERERERCT97LI6AREREREREREREREREREREREREREREckZVJwsIiIiIiIiIiIiIiIiIiIiIiIiIiIihlBxsoiIiIiIiIiIiIiIyFNg6tSp+Pv7U69ePZKSklLM9+nTB39/f/r16wfAjh078Pf3t3xVqlSJVq1aMX/+fBITE622HTFiBP7+/rz55psp4o4YMYLg4ODMOaj79OvXjy5dumRK7MOHDzN16lRiYmIMi7lhwwb8/f05e/asYTFFRERERERERLKaipNFRERERERERERERESeEo6Ojly7do0dO3ZYjUdGRrJ9+3bc3NxSbBMaGsqyZcuYMmUKZcqU4X//+x9ffvllqvHXrVvHyZMnMyP1LHf48GGmTZtmaHGyiIiIiIiIiEhOpOJkERERERERERERERGRp4SjoyP169cnPDzcavy7774jf/78BAQEpNimVKlSVKxYkXr16jFhwgRKlCjBt99+m2LdM888Q/78+Zk+fXqm5S8iIiIiIiIiIrZPxckiIiIiIiIiIiIiIiJPkeDgYL7//nvu3LljGQsPD6dFixaYTKYHbmsymShdujQXLlxIMefo6EifPn1Yu3Ytp06deuz89u7dS//+/albty4VK1bkxRdfZNWqVSnWHT9+nM6dOxMYGEiTJk3SXDNs2DAaNGhAhQoVaNGiBXPmzCEpKcmy5uzZs/j7+7Ny5UpGjRpFlSpVqF69OqGhoSQkJACwYsUKRo4cCUCtWrXw9/enUaNGlhgXL15k+PDh1KhRg6CgIF599VUOHDhglUt8fDwfffQR1atXp0qVKowaNUpdmEVEREREREQkR3LI6gREREREREREREREREQk/Ro3bvzA+U2bNj1wvlGjRrzzzjv88ssvNGnShHPnzrF3715Gjx7NX3/99dD9X7hwAT8/v1Tn2rdvz8yZM5k+fTrjxo17aKzUnD9/nsqVK9OpUyecnJzYs2cP77zzDgBt2rQBIC4ujp49e+Lq6sqECRMAmDx5Mrdu3eLZZ5+1xLp8+TLPPvssrVq1wt3dncOHDzN16lRu377NoEGDrPb76aefUrduXSZPnsyhQ4eYMmUKjo6ODB8+nIYNGzJgwACmT5/O7Nmz8fDwwMnJCYAbN27wyiuv4ObmxrvvvouHhwcLFy6kW7dufP/993h7e1viL1myhJCQEMqVK0d4eDiTJk16rHMkIiIiIiIiImLLVJwsIiIiIiIiIiIiIiLyFHFxcaFJkyaEh4db/luiRAnKlCmT6vqkpCQSEhKIjo5m1apV/Pnnn0yePDnVtU5OTvTt25fQ0FAGDhyYZhHzg7Rs2dLyvdlsplq1aly6dImlS5daipNXrFjB5cuX+e6773jmmWcA8Pf3p0WLFlbFybVq1aJWrVqWWFWqVCE2NpavvvoqRXGyn58foaGhANSrV4+YmBjmzZtHnz598PLyshxLQEAAXl5elu3mz59PVFQU33zzjaUQuVatWjRt2pQvv/ySt956i+vXr7N48WL69OlDv379LPvo2LEjly5deuRzJCIiIiIiIiJiy1ScLCIiIiIiIiIiIiIiko08rDNyerRq1YpBgwZx69YtwsPDadWqVZprO3ToYPW4b9++PP/88w9cn9w9ObnY91HcuHGDqVOnsmnTJi5dukRiYiIAefPmtaz566+/KFWqlKUwGaB48eKUKlXKKlZcXBwzZ85k7dq1XLhwgfj4eMvcrVu3cHd3tzxu2rSp1bbNmjVj+vTpHD16lGrVqqWZ77Zt26hRowZ58uQhISEBADs7O6pWrcr+/fsBOHr0KLGxsSn20bx5c/bu3ZuOsyIiIiIiIiIikn2oOFlEREREREREREREROQpU7t2bdzd3fn88885evQon3/+eZprx48fT4kSJYiMjOSLL75g1qxZVKtWjfr166e63snJid69ezNhwgQGDhz4yLmNGDGCvXv38tprr1GyZEly5crFkiVL+O677yxrLl++bOlSfC8fHx9LgTDAxx9/zDfffMNrr71G+fLl8fDwYNOmTUyfPp24uDir4uR7uyEDlvhXrlx5YL7Xrl1j3759BAQEpJhL7racHOP+nFM7BhERERERERGR7E7FySIiIiIiIiIiIiIiIk8Ze3t7XnjhBebMmUOlSpUoWrRommtLlChBYGAgAFWrVuWFF15g/Pjx1KtXD5PJlOo2L7/8MrNmzWLGjBmPlFdcXBxbtmzhv//9L126dLGML1682Gpd/vz5OXjwYIrtr169atVhecOGDbz88sv07dvXMrZly5ZU9x0ZGWn1OCIiAoB8+fI9MOc8efJQr149hgwZkmLOycnJKkZERAQFChRIsQ8RERERERERkZzELqsTEBERERERERERERERkSfvP//5D8899xzdu3dP9zbu7u6EhITwzz//8OOPP6a5zsXFhd69e7Nq1SrOnj2b7vh37twhMTERR0dHy1h0dDSbN2+2WhcYGMixY8c4efKkZezff//l2LFjVuvi4uKsYiUmJrJu3bpU9/3DDz9YPf7+++9xdXWldOnSAJY4d+7csVpXu3Ztjh8/binivvfL398fgNKlS+Pi4pJiHxs3bkzzXIiIiIiIiIiIZFfqnCwiIiIiIiIiIiIiIvIUKlu2LJ9//vkjb9emTRumT5/OrFmzaNq0aZrrOnbsyKxZs9i1axelSpVKV2wPDw8CAwOZNWsWXl5eODg48MUXX5ArVy6rzsZt27Zl+vTp9O/fn6FDh2I2mwkLC8PHx8cqXu3atfnmm28oWbIkXl5eLFq0KEVxcbLTp08zcuRIWrRowaFDh5g9ezZdu3YlT548wN0O0gCLFi2iSZMmuLi44O/vT/fu3Vm7di2dO3ema9euFC5cmMjISP78808KFChA9+7dyZs3r+V8uLi4UK5cOcLDwzl//ny6zouIiIiIiIiISHaizskiIiIiIiIiIiIiIiKSbo6OjgwYMIA///yTHTt2pLnOxcWFXr16PXL8Tz75hKJFizJixAg+/PBDmjdvTps2bVLEnjNnDt7e3gwfPpyJEyfSp08fAgICrNa9++67VKtWjQ8++IBRo0ZRunRp+vfvn+p+hw0bhtlsZsiQIcyePZtOnToxbNgwy3y5cuUICQlhzZo1dOzYkQEDBgDg6enJsmXLKFu2LBMnTqRnz56EhoZy7tw5goKCLNu/8cYbdOzYkdmzZzN06FBMJhNDhw595PMjIiIiIiIiImLr1DlZRERERERERERERETkKRASEkJISMgD1yxcuNDyfY0aNThy5Eiq69q3b0/79u0tj8eNG5fqup49e9KzZ89HyrNYsWIsWLAgxfj9uZcqVYpFixZZjbVr187qsY+PD5999lmKWPfmnszNzY1x48aleSwAgwYNYtCgQSnG8+XLx0cffZTmdgBOTk688847vPPOO1bjbdu2feB2IiIiIiIiIiLZjclsNpuzOglbsX//fgACAwOzOBMRERERETGC/o0vkv3pZQsRERHJaiaTKatTkEx29uxZGjduTFhYGM8//3xWpyMiIiIiIiIiku2pc7KIiIiIiIiI2Kz42JgMx3B0cTUkjpGxcmocI2PZWhwjY+XUOEbGyqlxjIyVU+MYGcvW4hgZK6fGMTKWkXHuxNw2JI6KnO9KTEx84AfQHBz01pWIiIiIiIiISHanV3hERERERERExKbNHNAtQ9sPmvu1IXGMjJVT49hiTjq2JxfHFnOytTi2mJOtxbHFnHRsTy6OLeZkdByB7t27s3PnzjTnN23aRJEiRZ5gRlCkSBGOHDnyRPcpIiIiIiIiIpKTqThZREREREREREREREREnoixY8dy69atNOfz58//BLMREREREREREZHMoOJkEREREREREREREREReSKKFy+e1SmIiIiIiIiIiEgms8vqBERERERERERERERERCRz+fv7P/RrxYoVnD171vL4l19+SRFn/fr1lvnIyEjLeKNGjfD392fixIkptrly5QrlypXD39+fDRs2ZOpxAuzfvx9/f3927NiRKfHnzZvHli1bDI0ZHBzMiBEjDI0pIiIiIiIiIpJV1DlZREREREREREREREQkh1u2bJnV45dffpkuXboQHBxsGfPz8+P27dsAuLm5ER4eTv369a22Cw8Px83NzbLuXm5ubqxfv5433ngDk8lkGV+3bh3Ozs6pbpMdLViwgIYNG9KgQYOsTkVERERERERExCapc7KIiIiIiIiIiIiIiEgOV7FiRasvgEKFClmNeXl5WdY3btyYH3/8kdjYWMtYVFQUv/zyC02aNEl1Hw0bNuTSpUv88ccfVuPh4eFpbiMiIiIiIiIiIjmPipNFRERERERERERERETESoMGDbC3t+enn36yjG3cuJG8efNSo0aNVLfx9PSkdu3arFu3zjJ26tQp9u/fb9WhOb0mTpxIq1atqFSpEvXq1eP111/n8uXLKdZ9/vnn1KlTh0qVKjFo0CAiIyNTrJkzZw7t2rWjSpUq1KpVi379+nHixAmrNSNGjCA4OJgtW7YQHBxMYGAgbdu2Zd++fZY1jRo14ty5cyxatAh/f3/8/f1ZsWKFZX7FihW0atWKwMBA6tWrx6RJk0hISLDaz549e2jbti2BgYGW/YmIiIiIiIiI5CQOWZ2AiIiIiIiIiIiIiIiIpF/jxo0fOL9p06YM78PR0ZFmzZoRHh7OCy+8AMDatWtp0aIFdnZp974JDg5m3LhxvP322zg4OLB27VrKli1LiRIlHjmHiIgI+vXrR/78+YmMjGTu3Ll06dKFdevW4eBw9y2ur776irCwMHr27Ent2rXZtm0b7777bopYFy9epHPnzhQuXJjo6GiWLl1Kx44dLQXXya5cucLYsWMJCQkhd+7czJo1i169evH999/j7e3NtGnT6Nu3L5UrV6Znz54A+Pn5ATB37lw+/vhjunXrxogRIzh+/DiTJk0iMTGR4cOHW+L36tULf39/Jk+eTFRUFGPHjuXWrVuPfH5ERERERERERGyVipNFREREREREREREREQkheDgYPr27UtUVBQxMTHs2rWL4cOH888//6S5TZMmTRg9ejTbtm2jQYMGhIeH85///Oex9h8aGmr5PjExkUqVKlG/fn1+//136tatS2JiIjNnzuTFF1/kv//9LwD16tXjypUrhIeHW8UaNWqUVaw6depQq1YtNm7cyMsvv2yZu379OpMnT6ZWrVoAVKtWjQYNGjB//nxef/11ypUrh5OTEz4+PlSsWNGyXXR0NFOmTKF37968/vrrANSpUwd7e3smTJhAr1698PT0ZP78+ZhMJr744gty584NQL58+ejVq9djnSMREREREREREVuk4mQREREREREREREREZFsxIjOyOlRo0YNPD092bhxIzdv3sTPz4+goKAHFie7u7vTqFEjwsPD8fb25uTJkwQHB5OQkPDI+9+yZQvTp0/n2LFjREdHW8ZPnjxJ3bp1uXjxIpcvX6Zp06ZW2zVv3jxFcfK+ffsICwvj0KFDXL9+3SrWvTw8PCyFyQC5c+emZs2a7Nu374G57t27l9u3b/P8889bHWvNmjWJjY3l2LFjVK9enT///JMaNWpYCpMB6tatS65cuR52OkREREREREREsg0VJ4uIiIiIiIiIiIiIiEgKdnZ2tGjRgnXr1hEVFUVwcHC6tgsODuaNN97A3d2datWqUbBgQc6ePftI+/7rr78YOHAgjRs3pk+fPnh7e2MymejQoQNxcXEAXLlyBQAvLy+rbb29va0enz9/np49e1K+fHnGjh1L/vz5cXR0pF+/fpZYye6PlRzv/iLm+127dg2Al156KdX5CxcuWHIuVqxYqvsQEREREREREckpVJwsIiIiIiIiIiIiIiIiqQoODmb+/PkkJSXxySefpGubevXq4eTkxLJlyxgzZsxj7ffHH38kV65cTJ48GTs7OwDOnTtntSZfvnwAREZGWo1HRERYPf7111+5ffs206ZNs3QsTkhI4MaNGyn2e3+s5HjJ+0pLnjx5AJg2bRoFCxZMMV+kSBFLzvfnl1rOIiIiIiIiIiLZmV1WJwBw4sQJevXqRcWKFalVqxYffvghsbGx6dp25cqVPP/88wQGBhIcHMx3332XydmKiIiIiIiIiIiIiIg8HcqXL0+bNm3o1KkTzz77bLq2cXR0pH///jRq1IjmzZs/1n5jY2NxdHTEZDJZxtauXWu1pmDBguTLl48ffvjBanzjxo0pYplMJhwc/q9nz3fffUdCQkKK/d68eZPffvvN6vHvv/9OhQoVrI7v/o7LlStXxtXVlYsXLxIYGJjiy9PTE4CgoCB27NjBzZs3Ldtu3bqV6Ojoh54TEREREREREZHsIss7J0dFRdGtWzcKFy7MlClTiIyMJDQ0lOvXrzNx4sQHbrthwwZGjBhB3759qVOnDj/++CPDhg3Dw8ODunXrPqEjEBERERERERERERERyblCQ0MfeZsePXrQo0ePx95nnTp1mD9/Ph988AFNmzZl7969rF692mqNvb09ffv25aOPPsLb25s6deqwdetWdu3aZbWuZs2aAIwcOZKOHTvyzz//MGfOHEsX5XvlzZuXt99+m8GDB+Ph4cGsWbMA6Natm2VN8eLF+f3339m2bRu5c+emSJEieHp6MnjwYD7++GMuXrxIjRo1sLOz48yZM2zatImpU6fi6upKt27dWLx4MX369KFPnz5ERUUxdepU8ubN+9jnSkRERERERETE1mR55+SlS5cSFRXF559/Tv369WnTpg3vvPMOa9eu5fjx4w/cNiwsjOeff5433niDmjVr8s4771CnTh2mTJnyhLIXERERERERERERERERozVo0IDhw4ezadMmBgwYwO7du5k5c2aKdV26dCEkJITVq1czaNAgTp06xfvvv2+1xt/fn9DQUA4ePEi/fv0IDw8nLCwMDw+PFPHy5cvHe++9xxdffMGQIUOIi4vjyy+/xMfHx7Lm9ddfp2DBgoSEhPCf//yHn376CYCePXsSGhrKjh07CAkJYciQIXz99dcEBgbi6OgIQP78+Zk1axaxsbEMGTKEWbNm8d5775EvXz4jT5+IiIiIiIiISJbK8s7Jv/zyC7Vq1cLLy8sy1rx5c0aNGsWWLVsoUaJEqtudOXOGf//9l9dff91qPDg4mJEjRxIZGWkVU0RERERERERERERERO46cuRIquNFihRJcy5Z27Ztadu2rdXY5s2bH7hNeuLeL7m78L3uj2EymRg0aBCDBg164Lo2bdrQpk2bdOXcsGFDGjZsmGZepUqVYtGiRanOtWzZkpYtW6a5LUDVqlVZtWpVin2KiIiIiIiIiOQUWd45+fjx4ykKkJ2cnPDz83tg5+R///0XuHvrrHuVKFECs9lsmRcREREREREREREREREREREREREREZEnw2Q2m81ZmUBAQABDhgyhb9++VuOdOnXC29ubadOmpbrdmjVrePPNN9m6davVra5OnTpFs2bN+Pzzz2ncuPEj5bJnzx7MZrPl1loiIiIiIpK9xcfHYzKZqFy5clanIiKP6U7M7QzHcHRxJT42xoBsjIuVU+MYGcvW4hgZK6fGMTJWTo1jZKycGsfIWLYWx8hYOTWOkbFsMY7JZMpwnJzCbDaTmJiY5rydnR12dk++v86IESM4cOAA4eHhT3zfIiIiIiIiIiI5iUNWJ5AWs9mcrhfq7l+TXGv9OC/yJW+jFwhFRERERHIGk8mkf9+LZHNOrm42FcfIWDk1jpGxbC2OkbFyahwjY+XUOEbGyqlxjIxla3GMjJVT4xgZy9biyP/ZuXMnXbt2TXP+pZdeYty4cU8wo7uyYp8iIiIiIiIiIjlRlhcn586dm6ioqBTjN2/epESJEmlulydPHgBu/D/27jusiaz9G/g3gAVBpdhdeyGIoCIgVqTYQUVFsSFWLNgrVmxgWcQCgqjYG+qzIGDva1nFsq6uZS2roCIW7AU0mfcPXvIztGQmZyCw9+e6nutZksOZQ0xm5su5Oef9e5QrV07xeGZfZcqU4T2WJk2a8P4eQgghhBBCCCGEEEIIIYQQoj4LCwvs27cv1+eNjY3zcTSEEEIIIYQQQgghhLUCL06uU6cOHj58qPRYeno6EhMT0bNnz1y/r3bt2gCAR48eKRUxP3z4EBKJRPE8IYQQQgghhBBCCCGEEEII0R6GhoawtLQs6GEQQgghhBBCCCGEEJHoFPQA2rRpgz/++ANv375VPHbs2DGkp6fDwcEh1++rVq0aateujYMHDyo9HhcXBysrK5iYmIg2ZkIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCSHYFXpzs6emJ0qVLY/To0fj9998RHR2NhQsXws3NTWlF5JkzZ6JBgwZK3ztu3DgcOnQIwcHBuHTpEgICAnD+/HmMGzcuv38MQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEL+8/QKegBlypTBli1bsGjRIowdOxYlS5aEq6srpkyZotROLpdDJpMpPdapUyd8+/YN4eHh2LhxI2rUqIHg4GC0atUqP38EQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIAAnHcVxBD4IQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEFL46RT0AAghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIUUDFScTQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEKYoOJkQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIE1ScTAghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIYYKKkwkhhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIUxQcTIhhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQJKk4mhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQwQcXJhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQJvQKegCEEFKYHD16lFf79u3bizQSQgghJHeF/Xrl5+fHq31gYKBIIyGEEEIKh8J+7SeEELFo4/mR8g4hhBBCCCGEEEII+S+QcBzHFfQgioLnz5/j8uXL6N69e0EPReskJCRgzZo12Lp1a0EPRcmiRYt4tZ89ezav9k2aNIFEIlGrrUQiwdWrV3n1/+7dO17tjYyMeLXPSUpKClJSUpCWlpbtOVtbW979cRwHuVwOXV1dxWN///03njx5gmrVqsHS0lKj8aoi5HMrlUoV/66qTp8SiQR37tzhNaZNmzap3VYikcDb25tX/0XB1atXERMTgx8/fsDT0xNWVlb4/fffsWzZMiQmJqJatWoYM2YMOnXqVNBDJUSJtt8ryGQyAFCck9PS0rB//37cv38fJiYm6NatG6pXry7a8cW+X9DW+xGxiH29Epubm5vS169evcK7d+9gaGgIU1NTvHnzBp8+fYKRkRHKly+P2NjYAhopIUTbaPv1VhP5eS1jlZdZ5WKx868mWTe/cq2q9zara39Rz6SUJ4kqBXEdya8sxuo6UtiylTZmI8o7hBBCCCGEEEIIIeS/gFZOZuTmzZvw8/Pj/YtrsVduyPqLzrxIJBIcOHCAV//qSE1NRUJCAvN+f3br1i3s2LGD1yoSJ0+eVLutRCLhXZw8ZMgQtSdhhbC3t+fVvya/WE9KSsLUqVNx48YNAP/3i3yJRAKO43j/4j49PR2LFi1CbGwsvn//jv79+8PPzw8zZsxAdHS0ou82bdogJCQExYoVEzz2vAj53Oro6KBkyZJo164dXF1dUbt2baZjWrp0qdptNZkIfvfuHc6fP4/v37/DxcUFhoaGePHiBTZs2IAnT56gevXq8PLyQo0aNXj3LeZ57fz58xgxYgQqVKiA0qVLw8vLC8HBwRg/fjxatIpPzc4AAQAASURBVGiBDh064OrVq5g0aRLKly8PGxsbvsNXi5BzjrqOHDmCCRMmiDoZ9vbtWzx48EDQHxWoQ8hEZUFer968eYNnz57hl19+gYmJCbN+sxJ6rwCI+/p8/PgRs2fPxqlTpyCTyeDs7IwFCxZgyJAhuH37tqJdZGQkdu/eDTMzM15jV5fY9wti95+WloY3b96gSpUqWtG/2NcrIKNwgw8+r83Pk+9nz56Fv78/goKC0LJlS8Xj586dw9y5czFlyhRe4yCEFG3qXG9Z3a/m9/0Ly2uZqvtZVnmZVS4WK/9qknXzO9eqem+zuvazzqQssierz2xB5ElW2ZFlTmSVB1Xlvvw4R4qR5dS5jrD62fI7i7G6jrC8HrHKUXn1wzobschBlHcIIYQQQgghhBBCyH8BFScXsHHjxqndVsjKDRYWFqIVyKo7OfTnn3+KcvyfPXv2DNHR0aIVJwsxduxYUfsPCAgQtfj5Z7Nnz0ZycjIWLFiAunXrajypumHDBsTExMDb2xtGRkbYunUrPnz4gFOnTmH16tWwsLDAlStXsGDBAuzatQteXl6MfhLNnT17FvHx8YiLi8OIESNgbm4ONzc3dOnSBRUqVNC4/7t37zIYZd4eP36MQYMGISUlBUDGJMmmTZvg7e2N79+/o1atWoiPj8eBAwfw22+/4ZdffuHVv5jntbCwMDg5OWHVqlXQ0dHBxo0bMWXKFLi6uiIgIEDRztfXFxEREaIVJws552iTy5cvi1oALWSiUszrVaaIiAj873//w48fP+Dl5QUvLy+sWbMG69atg0wmg0QigaenJ+bMmZNv51d1qfP6PH36FAkJCbzHvmrVKly4cAE+Pj4wMDDAjh07MHz4cHz79g379+9H3bp1ce/ePUybNg1r1qxBSEgIr/7Fvl/QlvuR06dPi/q54tu/2NcrAHBycsqXP5Ravnw5xo0bpzRRDwCtWrXC2LFjsXz5cjg4OAjqmxDy38TqfpXV/UtBXMtU3c+yysuscrFY+VeTrKttuZbVtZ9lJmWVPVl9ZgsiT2pjdmSVB1XlPpYZT9uyHKt8xiqLsbqOFMT1iFWOyqsf1tmIdQ6ivEMIIYQQQgghhBBCiioqTlbB2tparXZyuVxQ/ydOnBD0fepasmSJaH2PGzdOsZqQKkInBv7++2+12iUlJQnqvzDr0aNHvh3rr7/+wtKlS3mv3J2bAwcOwNfXF8OHDwcAWFpaYsCAAZg5c6biGFWrVkVSUhKio6N5T+KK+bktV64cBg0ahEGDBuHJkyeIjY1FVFQUli9fDhsbG7i5uaFDhw4oU6YM777zS3BwMMqWLYutW7eibNmyWLhwIUaMGIEqVapgw4YN0NfXx4cPHzBo0CCEhYVh8eLFvPoX87z2zz//YPny5dDR0QEA9OzZE8uXL0fnzp2V2nXr1o33VtSAuOccdceTmJjIu+/8IuZEpZjXKwDYsWMHgoOD0aVLFxgZGSEkJATv3r1DZGQkJk+erCgeWbt2LaysrHitbiz2vQKQ9+vz9OlThIeH4/r16yhXrhyGDh3Kq++TJ09i4sSJ6NevH4CMn6d3795YsWIFLCwsAABWVlYYNWoUfv31V95jF/t+IT/uRwqj/LherVq1SvHfX79+RXBwMKpUqYIOHTrA1NQUr1+/xpEjR5CcnIyJEycKPs6TJ09gZGSU43Nly5bV6vMmIYQdltdbVverrO5fWF7LimqGFiv/apJ1WeVaVu9tbcyqrLInq88syzzJ6rOmjTmRVe5jdY5kleVYXkdY5TNWWYzVdaSoZivW50fWOYjyDiGEEEIIIYQQQggpqqg4WYXv37/D0tISLVq0yLPdgwcPcOTIEd79V61aVejQCpyxsTHatm0LX1/fPNudOXMGCxcuFHSMnj17qvXL7sztVvlQdyIpU+akgLr4Fkbmtg2uNqhYsaJi8o6F58+fo1GjRoqvGzZsqPT/mZo0aZLr9qB5Eftzm6lGjRrw9fWFr68v/v77b+zbtw/+/v44e/Ys1qxZI7hfsV27dg1+fn6KbXMnTpwIFxcXTJkyBfr6+gCAMmXKwMvLC2FhYbz7F/O89v37d5QoUULxdenSpQFknI9+VrZsWbx9+5Z3/2Kec7Zv346yZcvCwMAgz3bfvn3j1e/P1N1a9vPnz4L6L8wTlbt378aIESMUE4OtWrXCqFGjMHbsWAwePBgAYGdnh48fP2LXrl28ipPz65yTVVJSEsLDwxETEwMjIyNMmTIFffv2VfqMqCMlJUVpe2CpVAoAqFatmlK76tWr482bN7zHKfb9gtj9jxw5Uq12r1+/5t13fvQPiHe96tChg+K/Z82ahRYtWmRbFXDw4MGYMWMGLl26xOtz9bO6desqVi80NDRUPP7p0ydERESgbt26gvolhBQuLK+32pbDWV7LWN3PssrL2p6LNcm6rHKtGPeS2pJVWWVPVp9ZlnmS1WeNZU5klQe1LfexynJi5zYh+YxVFmN1HWF5PWKVc1jnJRbnR9Y5iPIOIYQQQgghhBBCCCmqqDhZBXNzc5QtW1blL2WPHDnCtOCIlU2bNqndViKRwNvbW+32jRo1wr///qtyksjU1FTtPrMyNDREy5Yt0b9//zzbXb58GaGhobz65juRxHd7QT7b4EokEt6TsPk5yTthwgSsX78eNjY2ua7kwYe+vj6+fPmi+Dpz69ysEzZyuRzfv3/n3X9+fm7lcjnOnz+PuLg4HDt2DIaGhmjatKng/po0aaL25J5EIsHVq1d5H+P9+/dK21ZWqlQJAFC5cmWldr/88oti+11tUaFCBSQlJcHe3h4AoKuri4ULF2Y7DyUnJ2ebYFaHmOecatWqwc7OTuVK1IcPHxa8wuijR49Qt25dNGjQIM92z549Q3JyMu/+xSwCVXd1rkx8V7d7+vSp4n0DZExecxwHW1tbpXb29vb47bffePWd3/cKSUlJWLt2LWJjY2FiYoJp06ahT58+vIuSM8lkMqUtzHV1dQEgW6GOjo6OWgUKWYl9vyB2/2fOnEGVKlVQpUqVPNsJ/cMCsfvPxPp6ldWRI0eUVhD7maurKyZOnCh4O/PZs2dj2LBhaNu2LZo1awZTU1O8efMGly5dgkwmw4YNGzQZOiGkkNDGbM4qb7O8lrG6n2WVl1nlYrHyryZZl1WuFeu9LfTazzKTalv2ZJknWX3WWOZEVnmQVe5jlfFYZTmxPmua5DNWWYzVdYTl9YhVzhEjL7HMRixyEOUdQgghhBBCCCGEEFJUUXGyClZWVjh8+LBabYUU7Ki7qgmQMelz4MABXv0vXbqUV/98ipNbt26t1niqVq0qeKU8KysrpKamws7OLs92QlZIFbIiLx98JmHF6p/jOLx48QIA/+LkrCuTvHjxAk5OTjA3N1esLpRJIpHwWmG3Zs2auH37Ntq2bQsgY/Ll77//VkzCZHr48KGgFZLE/twCGStAxcfH49ChQ/j69SucnJwQFBSE1q1bQ09P+Kl1yJAhKieCr169iosXLwpeocjY2Fhp4ldXVxdubm7ZJl9TU1NRqlQp3v2LWWDduHFjXLp0CR4eHorHfv7vTKdPn4alpaXa/WYS85xjZWWFGzduqGyn7gpVOalXrx5q1KihcuLryJEjSEhI4N2/mEWg48aNU9km830lkUhw+/ZtXv3r6ekpFYVkThRnfY8XK1YMaWlpvPrOj3MOkLGVc1hYGA4cOIBy5crBz88PHh4eKF68uOA+Mz169EhxDpbJZIrHsrYRQuz7BbH7r1WrFiwsLLB8+fI82wn9wwKx+xfrepWVrq4ubt++jZYtW2Z77vbt2xrtwGBtbY2jR49i8+bN+Ouvv/Do0SOUL18enp6eGDRoEMqXL6/J0AkhhQTL6y2rHM4qb7O8lrG6n2WVl1nlYpb5l1XWZZVrWd9LanrtZ5lJWWVPVhmTZZ5k9VljmRNZ5UFWuY9VxmOV5Vh/1ljlMxZZjNV1hOX1iFXOYZmXxMhGLHIQ5R1CCCGEEEIIIYQQUlRRcbIKo0ePRq9evVS269ChA+7evcu7fwsLC5UTLE+fPkVCQoKgQkQhY1JX//79Va4QA2RsaSp0pbymTZsiKipKZTsTExPY2Njw6lvVBJK2y2tyVi6XIy4uDmFhYeA4TjFZykfWbT6rV6+e63N89e/fH+/fv1d6LOsELgAcP34crVu35t2/mJ/bFStWID4+HikpKWjZsiVmzJgBFxcXQUW8ORk7dmyuz129ehUhISG4ePEizMzMMGbMGEHHMDc3x6VLl9ClSxcAGZOAOU3yXLt2DfXq1ePdvzqT2UKpWwDSvXv3bNugqkPMc07Pnj1x9uxZle0sLS0FnzOtrKzw+++/q9VWSJGsmEWgJ06cyPP5p0+fIjw8HBcvXoSJiQmvvoGM1dgePHiANm3aAMg45xw9elSxelumJ0+eKK3upg6x7xUAYPr06YiPj0eFChUwe/Zs9OrVS2mFLU35+flle2zq1KlKn2VVW1LnRuz7BbH7b9SoEa5du6ayndA/LBCrf7GvV1l17doVq1evRlpaGlxcXGBiYoLU1FQcO3YMERER8PT01Kj/cuXKYcqUKYxGSwgpjFheb1nlcFZ5m+W1jNX9rLblZZb5l1XWZZVrWb23WV37WWZSVtmTVcZkmSdZfdZY5kRWeZBV7mOV8VhlOZbXEZb5jEUWY3UdYXk9YpVzWPQjZjZilYMo7xBCCCGEEEIIIYSQokjCabKEHxFV5i/po6OjYWRkhKFDh2Lw4MEFPSyigbS0NCQlJeW4kouFhYXG/XMchwMHDiAsLAxPnjyBo6MjxowZw6Tvoio1NZVXoaNUKoWBgQHatm2rcptXgP+K1Tm5cuUKQkJCcOnSJUilUowZMwYuLi6C+3v+/Dm+fPmCunXr5tkuJCQEDRo0gJOTk+BjkfyVmJiI+/fvw9nZOc923759w5s3bwStTJ7fsl4Lhw0bBk9PT5QsWZJXP5s2bcKnT5/yLLYAgL59+6JWrVoICAjQZNi54nvOySSVSgEANWrUULkSF9+dFi5fvsxrLHyLld6/f4+yZcuq1fbo0aO5budcUG7duoVr167By8srz3apqal48OAB79dHrP7z+3r148cPBAUFYdeuXUr3OSVKlICnpycmT56scUH9+/fvcf/+fSQnJ6NNmzYoW7Ys0tLSUKxYMY1WZiaEkJ9RDhcfq1z8X8y/ed1LinntF5pJKXvmr8KSB/lmvILIcqpyG6t8xiqLaWPmYpVzWPQj5vmRZQ6ivEMIIYQQQgghhBBCihoqTubp5cuXePHiBSQSCSpWrMh7dUV1JCUlITw8HDExMYpf0vft21exbSELX79+zXEi0MjISFB/169fx+XLl5VeGzs7OzRp0kTDkeafhIQE7NmzB48fP87xtYmNjRXcd3p6OubPn4+YmBjFFo1Z3blzR3D/crlcMSmbmJgIZ2dnjBkzBubm5oL7FBOf1TdfvXrFe/vClStXYsKECSrbPX/+HEOGDFF7W08AvCZLJRKJypWC8pKQkIA1a9bg8uXLaNCgAcaMGaNykrGo27p1KwYOHKjy/ZOSkoLFixdj9erVvPpPT09XewvW69ev8zrH/f3332oXSgQEBGDmzJlq9y1EWloa7+tKfk54JiUlKbbINTY2VkxYs7wW5uTTp08oXrw4r614xTznZJoxYwav1eKErr4thu7du2PLli0q3zt79+6Fv78//v77b2bHfvjwIf755x8YGxvD1tY2x9UMCxM+18/8vF797P3797h37x5ev36N8uXLo379+mqfN3Ijl8uxcuVKbNu2DV+/foVEIsG+fftgYWGB4cOHo1GjRvD19WUyfkJI4cE6m7PM4ZrkbW3N1izyMqtcrC35l1WuZXUvKca1v6hlUpZ5klV2LKicmFceFCv3iZ3xVGU5lrlN2/JZfmSuwpCtcjsv50c20iQHUd4hhBBCCCGEEEIIIUWVXkEPoLDYs2cPIiMjkZiYqPR49erVMXToUPTu3VvjYyQlJWHt2rWIjY2FiYkJpk2bhj59+jD7JT3HcQgLC8Pu3bvx6tWrHNvwLZBNSkrC1KlTcePGjWxb50kkEjRq1AjLly9XuR2mOlJSUpCQkKA0SWtra4uKFStq3Pfvv/8OHx8fNG/eHLdu3UKbNm3w7ds3XLt2DZUqVYKtra1G/YeGhuLcuXNYsmQJpkyZgrlz56JUqVI4cOAAEhMTMWfOHEH9yuVyxMTEIDw8HImJiWjXrh1Wr14NMzMzjcabk4cPH+LYsWN48eJFtsloiUTCa2WaXr16YeHChWjQoEGubTiOw9atW7FmzRpcuXKF11jDw8PBcRwmTpyYa5uHDx9iyJAhkMvlvPrOazthVi5duoSQkBAkJCTA0tIS4eHhKrcm5uP27dt5vvaZOI7Dzp071drSMy8fPnzAkSNH8O+//yI9PT3b83xWpFm6dCliYmKwYMGCHCdw5XI5tmzZgjVr1gj6Y4uRI0ciPDxc5STz2bNnMX78eFy/fl3tvgcPHozIyEg0bNgw1zZyuRx+fn44cOCAoEnnvXv3wsPDQ2W7Dx8+wMfHB7t27eLV/6BBg0Sf8ExMTERYWBhiY2NhamqK6dOno0+fPryKhTVhaGiIb9++8foeMc85mZYsWSLo+1hITU2FoaGh4H+DN2/ewMvLC5s3b851lar169cjKCgInTt3FnSMHTt24NixY/jx4wc6duyIAQMGYO7cudi7d6+iTd26dbFlyxZBK1eL6cyZM3BwcFDZLj09HVOmTFH7jy7y43qVk7Jly/JePVqVVatWYfv27Zg6dSqaNWum2BoeyCg02Lt3L03WE/Ifwjqbs8rhmuZtMbI1qwzNKi9rmovFyr9Csy6rXMvqXpLltZ9VJhUrewrNmCzzJKvsyDInssqDrHNffmU8VVmOZW7Lr3ymbhZjmbm0LVuxyEv5kY00yUGUdwghhBBCCCGEEEJIkcWRPMnlcm7ixImcmZkZ165dOy4gIIDbvHkzt3nzZi4gIIBr3749J5VKuUmTJgk+xpMnT7gZM2ZwDRo04Nq0acNt376dS0tLY/hTZIiMjORsbGy48PBwzszMjFu5ciW3Zs0armPHjpyzszO3d+9eXv29fPmSa926NWdnZ8etWbOGu3PnDvfhwwfu48eP3J07d7iQkBCuWbNmnIODA/fq1SvB43779i03adIkrkGDBpxUKuXMzMwU/2vQoAE3adIk7u3bt4L75ziO8/Dw4JYsWcL9+PGDMzMz427dusVxHMc9ffqU69ixIxcdHa1R/+3bt+eioqIU/d+8eVPx3PTp07m5c+fy7nPfvn2ci4sLZ25uzk2YMIH7559/NBpjXn777TfO3Nycs7Ky4tq3b8+5urpm+x8f7u7uXIMGDbjFixdznz59yvb8n3/+yXXv3p1r0KABFxAQwHu827dv56RSKffrr7/m+PyNGzc4Ozs7ztnZmUtMTOTdf6bU1FTB35ubAQMGcFKplOvTpw935swZ5v1zHMeZm5tzAQEB3OfPn3Nt89dff3Hu7u6chYWFRsf6999/uWbNmnFNmjThpFIp16JFC87CwoIzMzPj7OzsOCcnJ1793bx5U/H+WbRokdL75+rVq1zXrl05CwsLbsmSJXn+fLmxtrbmvL29uW/fvuXaJj4+nrOwsOAGDBjAq+8BAwZwNjY23I0bN3J8Pi0tjRs5ciQnlUq57du38+o7k1Qq5Xbv3p1nm1evXnFubm6ctbU17/5btWrFde3aNc/3fkREBGdmZsZNnDiRV9+PHz/mpk+fzllYWHAODg7Mr4VjxozhXrx4obLdsWPHOEdHR15959c5R12XL1/m/T137tzhQkNDuVWrVnG3b9/mOI7jDhw4wLVo0YKTSqVcw4YNublz53Lfv3/n3ffjx4+5Nm3acG5ubtybN2+yPb9s2TLOzMyMmzdvHieXy3n3v3nzZs7MzIzz8vLiRo0axVlaWnJ+fn6cjY0NFxkZyZ05c4Zbv34917RpU27hwoW8+8/0zz//cHPmzOHat2/PNWrUiGvcuDHXvn17bs6cORpdgy0tLblTp07l2ebLly/coEGDND4ni+3Nmzfc8uXLOS8vL659+/aK12Xz5s3c9evXBffbunVrbtu2bRzHcdnu1c6dO8fZ2NhoPHZCiPZjnc1Z53BN8jbrbM06Q7PKy5rkYrHyryZZl1WuFeNeUpOsyjKTipE9NcmYLPMkq+zIMieyyoOsch+rjMcqyxVUblOVz1hkMVaZS4xspWmOKgx5SdMcRHmHEEIIIYQQQgghhBRVVJyswq5du7gGDRpwO3fu5GQyWbbn5XI5t3v3bs7CwoLbs2cP7/6nTZvGWVhYcI6OjtzOnTu59PR0FsPOUefOnbktW7Zk+yWnTCbjRowYwQUFBfHqz9/fn2vbtm2eEwQpKSmco6Mjt2DBAkFj/vjxI9elSxfOwsKCmzFjBnf8+HHuzp073J07d7jjx49zfn5+nIWFBefq6sp9/PhR0DE4LmNS6cKFC5xcLuekUimXkJCgeC4+Pp7r0KGD4L45juOsrKwUfVpZWXHnz59XPHfu3DnOzs6Od59mZmacVCrlvLy8uIULF6r8nybat2/PjR07NscJVyFkMhm3adMmrkmTJlybNm24o0ePchzHce/fv+fmzJnDmZubc3369OHu3Lkj+Bi7du3ipFIpt3TpUqXHL1y4wDVu3Jhzc3PjXr58ybvf79+/c0FBQZy1tTUnlUo5KysrbsqUKdy7d+8Ej/VnmUUDjRs35po0aZLn/4QUl3Icp3jtHRwcuGPHjik99+HDB87f359r0KAB16tXL+7vv//W6Ofx8fHhRowYwX39+lVx3vnx4wd34MABztHRUakgQV0/v39at27NRUdHczNnzuSkUinn6enJ3b17V/B4r1+/ztnY2HBeXl7c169fsz2/Y8cOTiqVciNHjuQ9qfr161fOy8uLa9q0Kffnn38qPffx40duwIABnIWFBRcXFyd4/EuXLuWkUim3c+fOHJ9PTEzkXFxcuGbNmuU6+Z0XMYtMM4tnvL29ubi4OO7IkSN5/o+vNm3acE2aNOE2b96c49iePn3K+fj4cGZmZtyYMWN49y/WOYePY8eOcX369OGkUimv7zt79ixnYWHBWVlZcU2bNuUsLCy4qKgorkGDBpyPjw+3fPlybvjw4ZxUKuU2bdokaGyJiYlc27ZtOVdXV8V7Ry6Xc7NmzeLMzMy44OBgQf1yHMd16dJF6R7m0KFDnFQqVUzuZtq0aRPn4uIi6Bg7duzgLCwsuAYNGnDdu3fnRo8ezY0ePZrr3r07Z2FhwVlYWHA7duwQ1PekSZO4hg0bcidOnMjx+bdv33K9evXirKyscm2T2/fx+Z+mbt26xdnY2HAODg7cpEmTOKlUqrjXXLp0KTd+/HjBfVtaWnIXLlzgOC77ZP3Zs2e5xo0bazx+Qoj2Y5nNxcjhmuRtltlajAzNKi9rkovFyr+aZF2WuZbFvSSrrMoyk4qRPTXNmKzyJKvsyDInssqDrHIfq4zHMsvlZ25TJ5+xzGIsMhfrbMUiR7HIS2JmIxY5iPIOIYQQQgghhBBCCCmqqDhZhR49enCLFy9W2W7x4sVcjx49ePefOemT2wo9P//Pzc1NyI+g0KhRI8VqHRYWFopfenIcx50+fZpr2bIlr/7atm2rckUWjsv4xT/fVSgzBQUFcXZ2dnlODt27d49r1qwZt2LFCkHH4DiOa968OXfu3DmO4zJWq9i/f7/iuVOnTnGNGjUS3DfHcZyzs7PiF+SdO3dWGuv27dsFFSc7Ojqq/T++q9Nm1bhxY6X3CyvJycncqFGjOKlUyg0aNIhr3rw5Z2dnp9b7Sh1RUVGcVCrlAgMDOY7juMOHD3MNGzbkPD09uffv3wvqc+PGjZyZmRk3aNAgbtmyZdzYsWMVq4+xsGbNGl7/EyrztTczM+NGjhzJPX36lIuOjuZatGjB2dracjt27BC0gmlWzZs3506ePMnJZDLOzMxMacWYrVu3cn369NHoZ3BycuKkUilnbm6e6wQsXzdu3OBsbW25AQMGcF++fFE8HhoaypmZmXHTpk3jfvz4Iajvb9++cYMHD+asra25a9eucRyXscKOu7s717hxYyarZQcFBeW4qta9e/e4Vq1acW3atOEePHgguH+xikx/XtFP1f/4Ft9yHMd9/vyZW7RoEdegQQPO3d2d++uvvziOyyjiCA8P5xo3bsw5OTmpXJEpL2KcczLJZDIuIiKC69ixI9eoUSPO1dVVUQDz+++/c66urpxUKuWcnJy4qKgoXn17enoqFU2sWLGCa9iwIbds2TKldosXL+a9Uv7PkpKSOEdHR65z587c06dPOV9fX04qlXKbN28W3CfHZRQ3/fHHH4qvP378yJmZmSk+Y5kSEhIEraR14cIFTiqVchMnTsxxBbWkpCTFJPTFixd59y+TybgpU6ZwDRs2zFa08+LFC65z585c06ZNea+ILZVKef1PU/379+eGDRvGpaenc9+/f1eaUD98+DDXtm1bwX27ublxy5cv5zgu+2T98uXLOQ8PD43HTwjRfiyzuRg5XJO8zTJbi5GhWeVlTXKxWPmXRdZllWs1vZdklVVZZ1LW2ZNVxmSRJ1llR5Y5kVUeZJH7WGU81lmORW5jlc9YZzFNMxfLbMUqR7HIS2JmIxY5iPIOIYQQQgghhBBCCCmq9EDy9OjRI0yZMkVlO0dHR+zdu5d3/927d4dEIhEyNN6MjIzw5csXAECVKlVw+/ZtNG/eHADw9u1bfPv2jVd/r1+/Rp06dVS2q1u3Ll69esV/wACOHDmCkSNHwszMLNc29evXh4+PD3bv3o2JEycKOo5UKsW///6Lli1bonnz5ggPD4exsTH09PSwcuVK1K9fX1C/mezs7HDlyhU4OTnBw8MDy5Ytw6NHj1CsWDEcP34crq6uvPs8efKkRmPiw8bGBv/884/i/cJKpUqVMHXqVNy7dw9//PEHdHR0sHr1ari4uDDp38PDA7q6upg9ezbu37+PP/74Ay1atMCaNWtQsmRJQX3+73//Q79+/TB37lzFY/v27cPcuXMREBCAEiVKaDRmX19fjb5fXZUqVcLatWtx/PhxzJ8/H+3bt4dcLoebmxumT58OU1NTJsdJT0+HoaEhdHR0ULZsWbx8+VLxXN26dXH37l1B/T5+/Bjz5s3Ds2fP0LJlSyQkJGDnzp2oX78+mjZtqtGYrayssGnTJgwZMgTDhw9HeHg4Vq5cie3bt8PLywszZ84U3HeJEiUQHh6O0aNHY+jQoZg/fz5CQkLw9u1bbNy4EdbW1hqNHQAmTZoEXV1dLFq0CDKZDF5eXrh27RpGjhwJY2NjbNq0CVWqVBHcf7Vq1bBt2zZ4eXlh4MCBiIiIwJIlS3D8+HH4+flh0KBBgvo9ceKE4DGpo1SpUpg1axa6deuGuXPnwtPTE927d8eff/6JJ0+eYMiQIRg9erTgcwMgzjkn0/bt2xEUFIQ6derA0dERycnJGD9+PIYPH46IiAhUqFABCxYsgLu7O/T0+N3ePXjwAEFBQShevDgAYNCgQVi3bh0cHByU2rVt21bQvU6mX375BTt27ICXlxc6duwIjuOwZMkSdOvWTXCfAJCWlgZ9fX3F15n/nfnzZCpWrBhkMhnv/jds2IC2bdtixYoVOT7/yy+/ICgoCJ8/f8b69ethb2/Pq38dHR0sW7YMurq6mDBhAoKDg9GuXTs8fvwYQ4YMwbdv37B161Y0aNCAV78cx8HAwAAuLi6ws7ODjo4Or+/n6+bNm1izZk2Or7OJiQnevHkjuG9vb2/MmTMHenp66NixIwDgxYsX+PPPP7Ft2zYEBgZqNHZCSOHAMpuLkcM1ydsss7UYGZpVXtYkF4uVf1lkXVa5VtN7SVZZlXUmZZ09WWRMVnmSVXZkmRNZ5UEWuY9VxmOd5VjkNlb5jHUW0zRzscxWrHIUi7wkZjZikYMo7xBCCCGEEEIIIYSQooqKk1XQ0dHB9+/fVbb7/v27oF9sLlmyRMiwBLG2tsbNmzfh4OAAV1dXhISE4PXr19DT00NUVBTvyTgjIyM8e/YMNjY2ebZ7+vQpjIyMBI35+fPnsLS0VNmuYcOGSE5OFnQMIOOX/0+fPgWQMZEzcuRIjBo1CkDGRFpISIjgvgFg4sSJePv2LYCMXzgDwOHDh5GWloaBAwdizJgxGvUvtokTJ2LatGkoUaIEWrZsidKlS2drw/ff+Pv371i3bh3Wr1+vmJDYvXs3xo0bh549e2LKlCkoW7asoPG+e/dO8d9OTk6YPn06AgMD0bp1awQGBuLbt29KxQF8xp6UlIRZs2YpPdaxY0fMnj0bT58+VauoQJXk5GTo6+vnOq53797h69evqFy5skbH+f79O+7du4f3799DX18fnz9/RsmSJbNNOmmiZs2aePbsGWxtbdGgQQPs3LkTLVq0gJ6eHvbs2YMKFSrw6i89PR0RERGIiIhQTJba2tri0aNH8Pf3x4ABA9CjRw9MnTpV8HkHACwsLLB582YMHjwYLi4ueP/+PcaPH684L2iiePHiWLt2LcaNG4dp06ahXLly2L59u8Z/BPGz8ePHQ1dXFwEBAbh//z5iY2NRu3ZtbNiwASYmJhr3L0aRadWqVTUelzoaNmyIDRs2wMPDA/v374eOjg7Wrl2Ltm3bCu5TzHNOpr1796Jbt25YunSp4rHNmzdjyZIlsLW1xbp161CqVClB4//48aPSmDLPvQYGBkrtDAwMeP8hEwBs2rRJ6WtHR0ds3boVLVq0QGpqqtLzEolEcZ3UFKuis5s3b6o1Gdy7d2/MmDFD0DEkEgkCAwOhq6uLiRMnwtfXF1u3bkXJkiWxc+dO1KxZk3efwcHBiIuLw8GDB3Hx4kV07twZrq6uaNiwoaAxqqKvr49Pnz7l+Nzz5881Oif36NED79+/x5o1a7Bu3ToAwJgxY6Cvr48JEyagc+fOgvsmhBQeLLO5GDlck7zNMluLkaFZ5WVtzMWaZl0WuZbVvSTLrMo6k7LMnppkTDHyJKvsyDInssqDmuY+1hlP0yzHMrexymesspjYmUtItmKZozTNS2JmIxY5iPIOIYQQQgghhBBCCCmqqDhZBXNzcxw8eBBt2rTJs92hQ4dgbm6eT6MSxtfXFykpKQCAkSNH4sOHD4iLi0NaWhpatGiBOXPm8OqvefPm2LBhA9q1a5frL9w/f/6MjRs3omXLloLGbGhoiNevX6ts9/r162y/uOfj5xVJKlasiP/973948uQJvn37htq1a2tcrFm+fHmUL19e8bW3t3eeEwHR0dFwdHTMcxLz9evXmDx5MoYMGZJtRZVMZ86cQWRkJJYtW4aKFSsKHn+PHj0AAP7+/rlOSNy5c0ft/v744w/4+/sjOTkZPj4+GD58OIoVK4YuXbrgf//7H5YvX44TJ05g2rRp6N69O+/x2tvb5zjO33//Ha1bt9Zo7Glpadnea5kryQgp2svqypUr8Pb2xs6dO3OdwEhMTES/fv2wbt06wZ+tS5cuwd/fH8+fP8fIkSMxbNgwxMXFKb32mq5mCgBdunRRrFw1fvx4DB06FHZ2dpBIJOA4jvfqL25ubnjx4oViRalixYoBAGrXro2tW7fit99+w7Jly3Dy5ElMnTpV8d5V19GjR5W+7tevH9auXYvWrVujTp062Z5v37692n2PHDlS6evv37+D4ziUK1cu20pCEokEYWFhvMaela+vL4oVK4bg4GDY2toiPDxco/MkIO6EZ1paGjZs2AA7OzvY2trm2CYhIQGXL1/G0KFDBa9EHB0drZhAnjRpEvbv348JEyYoPgd8Vx0GxD3nZHr69Gm2CVt3d3csWbIEw4cPF1yYnBdWxb0/T9j/7MKFC7hw4UK2YwopTh40aFC28fbv31/pMY7jePcLZLw3cypUysrQ0BDp6emCjgFk/OyLFy+Grq4uVq1ahTp16mDjxo2Cr9+dOnVCp06d8PHjRxw+fBhxcXHYunUrqlevDldXV7i5uaFGjRqCx5tVq1atEBYWhubNm6NMmTKKnylzJbPc7lXUNXjwYPTu3RvXr1/H27dvUbZsWVhbW8PQ0JDF8AkhhYC2Z3NN8jbLbC1GhmaVlzXJxWLlX02yLqtcy+peklVWZZ1JWWdPTTImyzzJKjuKlRM1yYOsch/rjKdplmOZ28TOZ3yzGMvMxSpbsc5RmuQlMbMRqxxEeYcQQgghhBBCCCGEFEUSTmilxn/EwYMHMWnSJPj4+GDEiBHZfpH/5csXrFu3DhEREVixYgU6derEq/+7d++iR48eCA0NhaOjY45tzpw5g9GjR2PXrl2wsrIS/LPwlZCQAAsLi1x/of7kyRP06NEDFSpUwKhRo+Dk5KT4hennz59x8uRJrF27Fi9fvsRvv/2G6tWr8x6Dr68vUlNTsW3bNujq6ubYRiaTYeDAgShXrhxWr17N+xh8yWQyNGzYEPv27YOFhUWB9R8UFISLFy9i3759efbXu3dvWFtbC17NEcjYHlbVxIi7u7va/UmlUrRs2RL+/v6oVq1atuffvXuHpUuXIjo6GjY2Nti2bRvz8f6M79gnT56sNGkhl8sxceJETJ06Fb/88otSez7Fq0DGe7506dIqi3ZnzZqFt2/fYu3atbz6B4AZM2YgJiYGLVq0wLx585Q+m5mv/W+//YZmzZrB398ftWrV4n2M3CQnJ+P333/Ht2/fYG9vz3sVqGHDhmHevHk5vm8yvX//XvH+uX37Nq/+pVKp2m0lEgmvItOBAwfyGgvf9z0ANGnSJNt7/8uXL9DX18/2uEQiwdWrV3n1L+brs2PHDkRERODQoUO5Xne+fPmCzp07w8vLC0OGDFG7bwCK1dASEhKUVkNLT09XrHZXrVo1+Pv75zpxnhsxzzmZpFIpoqKilO4DZDIZLCwssH//fo2uR1KpFE2bNlWaOD59+jRsbGyUJkI/fvyIa9euCSquFhPf3Q34blXu5uaGDh06qPy+NWvW4OjRo4iNjeXdf1b3799HlSpVst13SiQSHDhwgFf/P0tJScHBgwcRGxuLO3fuoF+/frz/OC2vvvv27YtPnz6hWbNmOH78OFq3bo0HDx5AIpEgKiqK97btmaKjo+Hg4ABjY+Nsz7179w6nT58W9MdMhJDChWU214Yc/nPeZpmtCzpDs8rLWfsRK/9qknVZ5VpW95KssirLTJof2ZNPxmSZJ1llI5Y5kVUeZPWzscp4rLIcy9zGKp9pWxZjma1Y5Six8hKrbMQiB1HeIYQQQgghhBBCCCFFFRUnqyEwMBBbtmxBmTJlYG9vjypVqgDI2Jrt0qVL+PDhAwYNGiSo+HPatGn4+vUr1qxZk2e78ePHQ09PD0FBQYJ+Br7UnVC8evUqJk2ahJcvXwKAYoWIDx8+gOM4VKpUCStWrIC1tbWgcdy8eRN9+/ZFkyZNMGHCBDRt2lTp+WvXriE4OBh//vkndu/eLUqxcFasisE07b9Dhw4YNmwYPDw88uxv79692LBhA44cOcJ6qILFx8ejS5cuKtslJCTA398f8fHx+TAq9YhZnAlkrJq2cOFCuLi45Nnu+PHjmDt3brYVcNTRqlUrzJgxA66urrm2SUhIwLx58/D06VP89ddfvI8hhFwuh7e3NxYsWKByS051XLlyReXW2Fk9e/aMV3vW29Rqas2aNbwmW/kWaYqpR48e6NixI0aMGJFnu/Xr1+Pw4cPYv38/r/4tLS1Rs2ZN+Pv7Z7uWAMC///4Lf39/XL58Gd26dRNlu3dNSKVSLFmyBPXq1VM8JpPJ0Lt3byxfvhy1a9dWas/n+pQfhfOFWUREBMLCwhASEpLryoDnz5+Hr68vRo0apfI9nNWMGTN4fW75rjj/s0+fPuHIkSOIi4vDpUuX4O7ujsWLFwvuL6sPHz5g8+bNuHDhgmK1r+bNm2Pw4MFqb42eE3Nzc+zZsyfH4sBbt27Bw8ND64rmCSHiYJXNCzqH55S3WWXrgs7QrPJy1n60Mf9qW65llVVZZtKCzp6aZExVeVIbs6O25UFWGU8bsxyrfFaUsxirHCVWXmKZjTTNQZR3CCGEEEIIIYQQQkhRxX/v8v8gPz8/2NvbY/PmzTh9+rRiq7nixYvD2toa3t7eaNu2raC+L168iJkzZ6ps17FjR42KUYRQp269adOmOHbsGA4ePIiEhATFNrYVK1aEnZ0dOnXqpPYWrzmxtLREUFAQZs6ciQEDBqBMmTKKCZ1nz57hw4cPKFWqFIKCgvKlMFmbPH/+XK1VhWrVqoXnz5/nw4jUp84ELgDY2toiOjpa3MHwdOLECVH7//jxo1oTF0ZGRvjw4YOgYxw6dEjl1pq2traIiYnBhg0bBB1DCI7jcPnyZXz+/JlJf3wLkwHtKzbma+zYsQU9BMEePXqk1qqEDRs2FLRi+NixYzFkyJBct/qtVasWtmzZgujoaCxbtox3//nBz88vx8enTp2qmKzlOI73H0aIPcGd1zVIT08PRkZGGt0riM3b2xunTp3CsGHDYG9vD2dnZ6ViuJMnT+LixYuKe0K+xC6eSE9Px6lTpxAXF4czZ87A2NgYnTt3xpQpU5jfO5UpUwbjxo3DuHHjmPab1z3phw8f1N6inBBS+LHK5tqQw7Oe21hl66KaobUx/2pbrmWVVVlm0oLOnppkTFV5Uhuzo7blQVYZT1uzHIt8xiqLaWPmYpWjWOYlsbKRpjmI8g4hhBBCCCGEEEIIKaqoOFlNjo6OcHR0hEwmw9u3bwEAxsbGuW6Tqq63b9+ifPnyKtuVL18eqampGh1LLMWLF0f37t1F216uQ4cOsLa2RlRUlNIkrbm5Oezs7ODh4aHWa1jUlCxZEh8/flTZ7uPHjyhZsiTv/t3c3BAUFIT69evnuIXizzTdZv5nHz58wOPHj2FsbIxq1aqhWLFivPvw8vLK9blixYrBxMQEdnZ26Nq1K0qUKMGr74SEhFy3WmTB1NQUiYmJKidCExMTVW4LmRtVk8OZihUrhlGjRgk6hpi+ffuGW7du4cePH7C2tkbx4sXx4MEDhISE4P79+zA2Nkbfvn3VLhbIL3kVJOjp6cHU1BSWlpZKW7dqG7EnPMXczEHd1Wy7d++e6/buuRHznJNp69atgr5PGzg5OeW50pWOjg4sLS0xbtw4tGjRQvBxrly5gpcvX6J27do5rhyYkpKCvXv38l4hrnjx4ti8eTNWrlyJPXv24OLFi0rFBqVKlYK3tzcmTJigVUXW586dQ1xcHI4fPw5dXV20a9cOERERaNasGa+Vx9Tl7OyM0NDQHF/7f/75B6NGjeJVNHXmzBn8/vvviq8jIyNRrlw5pTZpaWn4448/YG5uLnzghJBCh0U219YczipbF8UMzTL/5kfW5ZNrWd1LssqqLDOpNmZPbcuT2pgTWeY+FhmPVZZjmdu0LZ+xzlwsspU25Sgxs5HQHER5hxBCCCGEEEIIIYT8F1BxshqSk5Ohr68PIyMj6OrqZvtF4bt37/D161dUrlyZd99ly5bFixcvVLZLSUlB2bJlefcvprS0NGzYsAF2dnawtbXNsU1CQgIuX76MoUOHCiqQzVS+fHmMGTNG8PcXRVKpFCdOnFBZRHfixAle27tmatiwIfT19QFkbD/JupDp9OnTOHbsGH78+IGOHTvC0dERERERCA0NVayA1rJlS6xevRqlSpXi1be+vn6u45XJZLh//z7i4+OxadMmbNu2jVeRr5+fH/bs2SNacXKzZs2wfft2uLm55TqB/f37d+zYsQP29vYaHUsmkwGAopAjLS0N+/fvV0zIdu/eHdWrV9foGKw9evQIw4YNQ3JysmJ769WrV2P48OHQ0dFBtWrV8ODBA0yZMgX6+vpwcnLi1b9UKs31vaOrqwtTU1PY2trCx8dHaftWdajaXhzIKLoYMmSI4NV2clu5CVCebBVaACpmkWmNGjVw9epVNG/ePM92V65cQbVq1Xj1rY7U1FQYGhqiePHivK+3Yp5zMtnZ2fH+HnWJXRCxatWqXJ+TyWR49eoVjh8/juHDh2PDhg0q3wNZffr0CcOGDcONGzcUK5O1aNECixcvRqVKlRTtXrx4gdDQUEHbV5coUQLTp0/HhAkTcPPmTbx8+RIAUKFCBVhaWgouOgeAkJCQXJ/L/Nza2NiotVrkz4YNGwYDAwM4OzvDwcEBxYoVw4cPH3Ds2LEc27dv355X/1k9e/ZMcf3O6tu3b2rd7/7s8ePHOHnyJICMwrArV65kK1ooVqwY6tWrh0mTJgkbNCGk0GGVzbUth4uRrYtahmaZf1lmXRa5ltW9JKusKkYm1ZbsyTJPssqOLHMiqzzIKvflV8ZTN8uxzG2s8hmrLMYqc7HOVixyFIu8JGY2EpqDKO8QQgghhBBCCCGEkP8CKk5W4cqVK/D29sbOnTtz3dYyMTER/fr1w7p169CyZUte/VtbW2Pv3r1wdXXNs93evXthbW3Nq2+x7du3D1FRURg8eHCubSwsLDB16lTo6+tjyJAhvI8hk8kQGxuLevXq5bq93q1bt/DgwQO4ublpvJJ1YdKrVy/MnDkTjRo1goeHR45t9u3bh99++03QFog/b1/Mesv52NhYTJ06FdWqVUOpUqUQGxuLUaNGISIiAn369EGdOnXwzz//YO/evVi/fj3Gjx/Pq/9169apbJOUlIRBgwYhODgYixYtUrtvMVd2BQAfHx/06NEDw4cPx6xZs7JNYt6/fx8BAQF48OCB4O1KP378iNmzZ+PUqVOQyWRwdnbGggULMGTIENy+fVvRbtOmTdi9ezfMzMw0+plYCg4Ohr6+PrZt24ZSpUohODgYo0ePRpMmTbB69WoUL14caWlpGDNmDNavX8+7OPnn7VezypzQO3PmDDw8PLBz5040aNBA7b4vXryY63NyuVwxWRgWFgZTU1P079+f19iBjPNhbmQyGV6/fo3w8HDY2tpi3bp1vAv/xSwy7dixIzZu3Ij27dujfv36Obb5559/sG3bNkHXEwC4e/cuTp48iR8/fqBdu3YwNzdHbGwslixZgtTUVOjp6aFHjx6YM2dOrlsG50TMc06mkSNHqt1WIpEgLCxM7fZiF8536NBBZZtBgwbB19cXa9eu5V2cHBoaiqSkJISGhqJBgwZISEjAypUr0bNnT0RERDDdsr5EiRIqVxHka+PGjbk+J5fLkZaWBolEgq5duyIgIIDXvc7nz59x4MABxMbG5nn9ymur6bykpaXh69evir4/ffqEd+/eZWtz/PhxVKhQgVffgwYNwqBBgwBkFMisXbtW0B9bEUKKDpbZXNtyOMtsXVQzNMv8yyrrssq1rO4lWWVVlplU27InyzzJKjuyzIms8iCr3Mcy47HIcixzG6t8xiqLscpcYmUrTXIUq7zEMhuxyEGUdwghhBBCCCGEEELIfwEVJ6uwefNmuLm5wcrKKtc2VlZW6NatG3bs2MG7OHnIkCHo378/pk+fDj8/v2yTrO/fv0dgYCASEhKwY8cOIT+CaPbv34/+/fvnWdxWqlQp9O/fH/Hx8YKKyeLj4xEYGIj4+Phc21SuXBlDhw5Feno6evfuzfsYhVW3bt1w7tw5zJkzB7t27YKDgwMqV64MiUSC58+f4+zZs7h9+zbc3NxUblUrVHp6uqCtFzdt2oSePXti8eLFAIAdO3Zg8eLFGD9+PHx8fBTtTE1NERcXx7s4WR3VqlXDqFGjsHr1auZ9a6JOnTpYuXIlpk2bhq5du6JixYqoVKkSJBIJkpOTkZKSAkNDQ6xatQp16tQRdIxVq1bhwoUL8PHxgYGBAXbs2IHhw4fj27dv2L9/P+rWrYt79+5h2rRpWLNmTZ6r1OS369evY9asWYpJrTlz5qB9+/bo16+f4r1YokQJ9O/fX61JvqyGDh2qss20adPg7e2NVatWqTW5mUnVCmampqaQSqX48uULdu/eLag4OTY2VmWby5cvY+zYsVizZg2mT5/Oq38xi0y9vb1x+PBh9OnTB56enmjTpk22c9ru3btRo0YNeHt78xo3APz+++8YNWoUdHV1UaxYMURERGDevHnw9/dH69atUbduXfzzzz+IiopCrVq1BB0jL5qec06fPg0DAwNeBfHqyo/CeXV0794d06ZN4/19J06cwIQJExTFI25ubmjbti0mT56MgQMHYtWqVWjdurXgcSUlJWHw4MGYPXs22rZtm2Ob06dPY9GiRVi3bh3vc/P169fzfP7jx484fvw45s+fjxo1amD06NFq9ZvT1sGsrV+/HqGhoQAyJvHzOocKWbE6U+aKYoSQ/zaW2VzbcjjLbF1UM3R+5191sm5+5tr8zK8sM6m2ZU+WeZJVdmSZE1nlQVa5j1XGy88sp+5njVU+y+8spipzscxWrHIUi7zEOhuxzkGUdwghhBBCCCGEEEJIUUXFySpcvXoVCxcuVNnO0dERc+fO5d1/kyZNMG/ePCxcuBCHDh2CpaWl0qTPzZs3IZfLMW/ePDRu3FjATyCeR48e5TkxnKlhw4ZYu3atoGPs3r0bnp6e2bbr/ZmpqSn69euHmJiYfJlYlUgkqFKliqCiXHXo6OjA19dXrRUGly9fDmtra2zevDnbKiw1atTAvHnz4OnpqfGYoqOj8fHjRwwcOBBAxso2vr6+ePr0KZo2bYqVK1fmud1lVv/++y+mTJmi+NrNzQ0LFy5E06ZNldrZ2toiIiJC4/Hnplq1anj79i3v74uLi8PVq1dVtpNIJIImxRwdHXH48GHs2bMHCQkJSElJAcdxqFWrFjw9PeHh4cHr9c7q5MmTmDhxIvr16wcgY+W43r17Y8WKFYpVcKysrDBq1Cj8+uuvgo8jhtevX6NKlSqKrzP/O+vrYWJigg8fPogyBj09PfTr1w/+/v6i9N+8eXNs375dlL6BjO1nx4wZg82bN/MuTlaXkCJTfX19bNmyBfPnz8eWLVuwefNmpeclEgk6duyIuXPnqrWVeVZr165F69atsWrVKhQvXhzBwcFYsGABvL29MXXqVEW7gIAA7N+/n3lxMiD8nAMArVu3xsWLF/Hs2TN06dIFrq6uzFaWy4/CeXWUKFECP3784P19L1++RM2aNZUeK126NMLDwzF79myMGjUKixcvztZGXZGRkahWrVquE+oA0LZtW2zbtg2bN29W676Rj9KlS8Pd3R0vXrxAdHS02sXJCQkJcHBw0Hhr97y4uLigatWq4DgOM2fOxKhRo7JtyV6sWDHUqVMH5ubmGh0rNTUVW7ZswY0bN/Dq1SuUL18ejRo1wqBBg2BiYqJR34SQwoFlNte2HM4yWxd0hmaVl3PKxWLkX02ybn7nWnXuJVllVVaZVNuyZ37nSZbZkVVOZJkHVeU+Vhkvv7OcOp81Vvksv7OYqszFMlvlV45SJy+xzkZi5CDKO4QQQgghhBBCCCGkKKLiZBU+fvyY65axPzMyMhI8cdGnTx80btwYW7duRUJCgmIbxooVK6Jbt24YOHBgrtsfikVHRwfu7u4qf2nLatvQ3Ny7dw9jxoxR2c7GxgZbt24VdSyZdHR0BK9oce/ePbx48QJpaWnZnmvfvj2AjMkZPqsL9u3bF3379kVKSopiwrBSpUqoWLGioDHmZOPGjUqTvAsXLkSxYsUwc+ZMbNu2DStWrFCsFqWOr1+/wtDQUPG1gYEBgIyJq5+VLFkS379/13D0uUtKShI0MaHue01ocTKQMQGlbgEaXykpKUqTZpnbRlarVk2pXfXq1fHmzRtRxqCJn7fOzW0bXbEZGxvj69evovSdlpaW6za0rNSvXx8vX74UrX+hRaZGRkYIDg5GcnKyUhFEpUqVYGdnh0qVKgke04MHDxAUFKQolBk0aBDWrVsHBwcHpXZt27bF3r17BR8nL0LPOUDGykxv377FoUOHEBcXh40bN6JOnTpwc3ODq6urUpGFWMQunP/jjz8EFRBXrFgR//77L2xtbZUe19HRQUBAAIyMjODn54dOnToJGteZM2fUWumwW7duWLlypaBjqKNx48a8/tjLz88Pe/bsEbU4WSqVKq4hEokEDg4Ookyc37hxA8OGDYNMJoO9vT2sra3x5s0bbNu2Ddu3b0dkZCQaNWrE/LiEEO3COpsXZA7PKW+zytYFnaHVycua5GLW+VeTrJvfuVade0mWWZVFJtXG7JnfeZJVdmSZE1nlQXVyH4uMl99ZTp3PWn7nM1ZZTFXmYpmt8jtH5ZWXWGcj1jmI8g4hhBBCCCGEEEIIKaqoOFkFU1NTJCYmKrZ8zE1iYqJGK5mamZnxKu7UxKdPn3KdCMxcuUYikSAwMDDPfmrUqIGrV6/mun1jpitXrmSbeFLX9+/fUaxYMZXt9PT0BBXC/XycTZs24fDhw0hOTs722kgkErVWH8rNP//8gwkTJuDff//NcdJZIpHgzp07gvsHMiYQWBYk/+zZs2eK7RVTU1Nx9epVhIeHo02bNjAxMcHSpUuZHCc/C02fPXuGsLCwbJNZ6oiKilJrZTMhZDIZYmNjUa9ePcXnMatbt27hwYMHcHNzg66urqBj/Py5yuxDR0dHqZ2Ojo4of4Dw9etXvHz5EtWrV1f6N9fV1cWJEydUrhr+82pgcrkcEokEsbGxuHz5sqLN8+fPmY/7Zzdu3BCtGDQmJibXf3tWXr58idKlS4vWv9Ai00yVK1dG165d2Q0I2QuaypYtC+D/ikgyGRgY4Nu3b0yPDWh2zslkbGyMfv36oV+/fnj27Bni4uIQGxuL4OBgNGnSBN7e3oqCHjEILYh49+5drs9lblV84sQJbNmyBX5+frz7t7GxyXPlx2nTpsHY2BhBQUGCrjMvX75E1apVVbarUqWKqEX/7969y1bslBex/4AsK3d3dwAZn7V79+4pVvsyMzPT+Hwzf/581K1bFxEREUp9ffz4EcOHD8eCBQuwf/9+jY5BCNF+YmRzMXK4kLzNMluLkaFZ5WWWuZhV/hUj64qRa9W9l2SRVVlm0vzKnnwyZn7nSVbZkWVOZJUH+eQ+TTJefmY5PrktP/OZqizGKnOxzFb5naPyyktiZiMWOYjyDiGEEEIIIYQQQggpqqg4WYVmzZph+/btcHNzy3WC7/v379ixYwfs7e0FHePKlSsoX748atSokePzjx8/xuvXr1VOwqqSkpKCmTNn4sKFC9me4ziOd4Fsx44dsXHjRrRv3z7XFaX++ecfbNu2DUOGDBE05ipVquDWrVuws7PLs92tW7dQuXJlQccAMn4JHB0dDScnJ7Ru3VqtyVw+Zs6cCV1dXYSFhaFmzZpM+r979y569OiB0NBQODo65tjmzJkzGD16NHbt2qXRBKWOjo5ipadLly5BT09P8X4vX768yu0uczJlyhSUKFFC6bGJEycqbf+b04S+OkaOHJnrc3K5HK9fv8a9e/dQrVo1TJw4UdAxxBIfH4/AwEDEx8fn2qZy5coYOnQo0tPTBW/D/OjRI8XEsEwmUzyWtY2mNm7ciK9fvypWPbty5QpGjRqFT58+4ZdffsHGjRuVtr5UZ+Iqp9XAsm4PC4hTFPDp0yecOHEC69atw7Bhw3h979GjR3N9TiaT4fXr1zhx4gQSEhKwYcMGTYeaq0+fPmHDhg2CrlliFpm+fv0akydPxpAhQ3KdCD5z5gwiIyOxbNkyZn+MweJ9UhDnnKpVq8LHxwcDBw7E2rVrERkZiQMHDohanCy0IMLe3l7l61ysWDEMHTpU0DbFnp6eOHjwIN6+fZvrSljDhw9HpUqVcrwHUsXAwACpqakq26WmpmYrkGBFLpdj586daNKkiSj9syCXy7Fy5Ups27ZNaXVAfX19DBgwABMmTBD0BzVAxmp5q1atyja5X7p0aQwfPlzrruWEEHGwzuasc7gmeZtlthYjQ7PKy5rkYrHyr6ZZl0Wu1bb8yjqTss6emmbM/MqT6mbH/M6J6uRBVrlP7IzH999IzM+a2PlMVRZjlblYZqv8zFEFmZdY5CDKO4QQQgghhBBCCCGkqKLiZBV8fHzQo0cPDB8+HLNmzUK9evWUnr9//z4CAgLw4MEDLFu2jHf/p06dwsSJExEdHZ1rG4lEguHDhyMgIEDwluRAxuoWT548wezZs5kUyHp7e+Pw4cPo06cPPD090aZNG1SuXBkSiQTPnz/H2bNnsXv3btSoUUPldqG5cXZ2RmRkJLp06ZLrJEVKSgo2bdqE7t27C/5Zjh49Cj8/P0FFUep4+PAhVq1ahTZt2jDrMzIyEs7OzrlOzAKAg4MDXFxcsGXLFgQFBQk+llQqxc6dO1GpUiVs27YN9vb2isnW58+fo1y5crz66969e7ZJk4YNG+bYtmnTprzH+/nz51yf09PTQ61atdC7d29069aN1yqU+WH37t3w9PTM8zU1NTVFv3798lzNRpWcJhCnTp2q9O+SWUShib1792Lo0KGKrwMCAlC3bl2MGDECYWFhWLFiBa/tO+/evavReFRp0qRJrj+zXC5HWloaOI6Dq6trnhObORk3blyez+vo6MDS0hLr1q1TuWpebhYtWpTrc5kT25cvX4auri5CQkJ49y9mkemWLVvw+fPnPFeocnBwQGhoKDZt2oQZM2bw6h8Ali5dmm2yLyAgQGk77o8fP/LuN7/POT9+/MDZs2cRFxeHU6dOwcDAAP369UOvXr0E9Sd2QURAQECu7xtdXV2YmJigUaNGgldvs7S0hKWlpcp2bm5ucHNzE9R/XFycysKCuLg4tcaR1aZNm3J9LvP1P336NF68eIEdO3bw6vvnlQHzos7W7qosW7YM27dvx/Dhw9G+fXuYmJggNTUVR44cwYYNG/D9+3dBn1sgY0XRDx8+5Pjcx48fBe/QQQgpXFhmczFyuCZ5m2W2FiNDs8rLmuRisfKvJlmXVa7VtvzKOpOyzp6aZEyWeZJVdmSZE1nlQVa5j2XGY5HlxPqsaZLPWGUxVpmLZbZilaNY5SWxshGLHER5hxBCCCGEEEIIIYQUVVScrEKdOnWwcuVKTJs2DV27dkXFihVRqVIlSCQSJCcnIyUlBYaGhli1apViK1A+tm/fDg8Pjzy3QaxRowZ69+6Nffv2aVSc/Ndff2H58uVwcXER3MfP9PX1sWXLFsyfPx9btmzJttKMRCJBx44dMXfuXJQsWVLQMYYPH46DBw+iZ8+eGDVqFNq0aaP0+p89exbh4eEoXrw471VMf2ZgYCDqL3qlUqlaq4XwcfHiRcycOVNlu44dOyptGSzExIkTMXLkSHTt2hUGBgZKEwPHjx/nXYy1ZMkSjcajyrZt20TtX0z37t3DmDFjVLazsbHJccUndQj9PiFevHihWI0uJSUFt2/fxvbt22FjYwOZTAZ/f39e/d26dSvXCX8WhgwZonJCz8bGRtD5/sSJE7k+p6enByMjo2yrrvF18uTJPI9hYmKC3r17w8vLC+XLl+fdv5hFpkePHlXrPO7h4YENGzbwLnK0tbUFoDwhndNjOjo6vHcqyK9zzqVLlxAXF4cjR45AJpPBxcUFa9asQYsWLbJtjc2H2IXzPXr0EDo0td2/fx979uzB06dPUaFCBXTs2BEtWrRg0vfAgQPh4+ODlStXYuzYsdlWvZLJZAgJCcGxY8cQHh7Ou/+8tovX1dWFsbEx7OzssGrVKpiZmfHqW93zPYvi5N9++w3jxo3DiBEjFI9VrFgR5ubm0NfXR2RkpODi5KlTp2LBggWoXLmy0kqgly5dQkhICObMmaPR2AkhhQPLbC5GDtckb7PM1mJkaFZ5WZNcLFb+1STrssq12pZfWWZSMbKnJhmTZZ5klR1Z5kRWeZBV7mOV8VhlOdafNRb5jFUWY5m5WGUrVjmKVV4SKxuxyEGUdwghhBBCCCGEEEJIUUXFyWpwdHTE4cOHsWfPHiQkJCAlJQUcx6FWrVrw9PSEh4cHTE1NBfV98+ZNeHl5qWzXokWLPFd1UkeNGjXw48cPjfrIysjICMHBwUhOTlZ6bSpVqgQ7OztUqlRJ4/63bt2KKVOmYOHChdkmRziOQ+PGjbF8+XIYGRkJPs7gwYOxc+dOtGjRAnp67D8Wc+fOxfTp01G+fHk0a9aMyTHevn2rVnFh+fLlNS6Mbtq0KU6dOoXHjx+jevXqKFOmjOK5Xr16KW2Zqo5FixZh0qRJKFWqlEbjKghir9z7/ft3tVZZ09PTE/x5trCw0HjLTHWVKFECnz59ApBRUFCqVCnFNpulS5fmvUpt79690b9/f0yYMEGUn2Hs2LHM+8yUdTthMeQ1Gc2CmEWmz58/R61atVS2q1WrFp4/f867f20r+uDLwcEBb9++RZs2bbBgwQI4OTkpbReuifwonBfTlStX4O3tDZlMBmNjY7x//x579+7F3Llz0bdvX437d3BwgI+PD8LDw7Fv3z60aNEClStXBgAkJyfjwoULePPmDXx8fPJcFS43Yl5XoqKi1N7WXlMymSzXraYtLCwU27gLsXz5cnz8+BGDBg1C6dKlYWxsjLdv3+Ljx48oU6YMfv31V/z6668AMooJDhw4IPhYhBDtxiqbi5HDNc3brLK1GBmaVV7WJBeLlX81ybralmtZ3VOwzKRiZE9NMibLPMkqO7LMiazyIKvcxyrjaWOWY5XPtC2LscxWrHIUq3ObWNmIRQ6ivEMIIYQQQgghhBBCiioqTlaTqakpRo8ezbzfr1+/qjUhYmBggC9fvmh0rOnTp2PJkiUwMzNTa3KAj8qVK6Nr165M+8xUrVo17NmzB1evXsXly5eVJmmbNWsGa2trjY/h5eWFly9fon379rCxsVGakMw0e/Zswf3XqVMHjRo1wrBhw6Cjo5NtYkEikai1teDPypYtixcvXqhsl5KSgrJly/LqOyeGhoY5rjAkpBDrt99+w7FjxzBnzhxmK3lndebMGZQvXx4NGjQAkDEJv3jxYqU2BgYGmDhxoijHF6pKlSq4deuW0kopObl165ZiUoevzp07i/ra/8zKygoRERHQ0dHBxo0b0aZNG8VqOYmJibluNZ2bWbNmYeXKlTh27Bhmz56dLz+D2P7++2+lr0uWLCloZebCrmTJkmoVq3/8+FHQavybN2/GoEGD1N4umi+xzzkpKSnQ09PD+fPnceHChTzb8r2mCC2I4DgOM2fOxNixY1GlSpVc23348AFz586Fs7OzYutfuVyebVUzQ0NDREdHw8TEhNc4QkJCULduXYSFhaFy5cr49OkT/Pz8sHLlSibFyUDGqopNmzZFZGQkjhw5grS0NAAZxTFNmzbF4MGD0bp1aybHKqw6dOiA+Ph4tGzZMttz8fHxaNeuneC+LSwsRF01nxBSuLDI5mLkcFZ5m0W2Zp2hWeVlTXKxmPlXaNZlmWu1Kb+yzKRiZE9NMmZhypNFISeyyngssxyrzxqrfMYqi7HKXKyz1X8hR7HIQZR3CCGEEEIIIYQQQkhRRcXJAnEch9DQUPTp00et1XtyU6FCBdy/f1/lFvL//PMPKlSoIPg4ANC8eXPY29ujS5cuqFChQrbtF1mtvCCXy9GuXTuEh4ejXr16GveXqWnTpmjatCmz/n524MABREZGQiKR4OLFi9lWCZJIJBoVJ8+ZMwcHDx5Eu3btUKtWLbVWIVLF2toae/fuhaura57t9u7dq3EBd3BwMN6+fYsFCxZke27u3LkwNTXF+PHj1e7v8OHDCAgIgK+vL5ydnTF37lzeRap5OXPmDEaPHo09e/YoHpPL5di+fTvKly+veP3fvHkDMzMzdO7cmdmxNeXs7IzIyEh06dIl19ckJSUFmzZtQvfu3QUdo1GjRqK99llNnz4dI0eOxMiRI1GlShVMmDBB8dyhQ4cUK1ypq3///ujYsaPi/ePi4oI5c+Yw+xm+ffuGNWvWoEmTJoqJarlcjm7duim1MzQ0xMaNG3mtkpaYmAhPT09MmDABvXv3BpCxwk7Pnj0Vk6wcx0FXVxfR0dGCz58PHz6Evr6+UrHoz9tTAxmTrZlj4EPMIlOpVIoTJ07A0dExz3YnTpyAVCrlPfZff/0VBw4cwMKFC3Nd1Uio/Djn+Pr6MhsvK3K5HNHR0RgwYECexcl79+7FlStXEBAQoHiM4zh8+fIFvXv3RoUKFcBxHA4dOoQdO3bwXoXu3r17mD9/vqI4xtDQENOnT4eLiwuSk5MF/yFHVm3atEGbNm0gk8nw7t07cBwHY2PjbNsTC/Ht2zfo6OgorbZ29OhRpTalSpVCq1atND6WWGxtbREcHIyBAwfCxcUFpqamePPmDY4fP47ExERMnDhR6Wdq37692n0vWbJEjCETQooIIdlcjBwuRt7WNFuzytCs8rImuVis/KtJ1mWVa7Utv7LMpGJkT00yJss8ySo7ss6JLPIgq9zHKuOxynIsP2sFnc+yZjFWmUuMbMUiR2lzXmKRgyjvEEIIIYQQQgghhJCiioqTBZLL5QgNDYWjo6NGxcmtW7fGpk2b4ObmBkNDwxzbfPr0CVu2bEGbNm0EHwcAli5dii1btsDCwgI1a9Zkth18VhzH4dmzZ0hPTxelfyDj9ff29saCBQtQs2ZNjftbsWIFOnTogIULF+b676CJo0ePYsaMGejfvz+zPocMGYL+/ftj+vTp8PPzy7Yl7/v37xEYGIiEhATs2LFDo2PFxcXlOnHRtGlThIaG8ipOLl++PIKDg9GrVy8sWLAAnTt3xvjx4zFw4EAmK+Hs2rULnTt3znHVkfDwcMVk1vLlyxETE6NVxcnDhw/HwYMH0bNnT4waNQpt2rRBpUqVIJFIkJycjLNnzyI8PBzFixfHsGHDBB1j9erV+P3337Fw4UJ06tQJEyZMYPbaZ1W3bl0cP34cb9++hbGxsdJzmVs682VqaoqgoCCl90+XLl1yPKfx/aOCmJgYREVFYejQoYrHOI7D/fv30bZtW8XPcPHiRezZsweDBw9Wu+/t27ejQoUKOU4C+/v7o1atWuA4DhEREdi+fTvmz5/Pa+xAxhasAwcOREREhGIyWiaTYenSpUrtJBIJKlWqxPu6ImaRaa9evTBz5kw0atQIHh4eObbZt28ffvvtN0ETd/v27YO/v7/SVs6stuDOj3NOQU9+54bjOJVt4uPj4enpmePr3adPH8XrU65cOezdu5d3cfLbt2+zbXWfOWn+9u1bZsXJmXR1dWFqagoASEhIgIWFhUbvpbt378Ld3R2BgYGKAh+ZTIZx48ZBIpEoXmOJRIKdO3fy/qOO/DJjxgwAGcVKCQkJuT4PZPwsd+7cybexEUKKNiHZXIwcLkbeZpmtNcnQrPKyJrlYrPyrSdZllWu1Lb+yzKRiZE9NMyarPMkqO7LMiazyIKvcxyrjscpyLD9r2pDPfs5irDKXmNlKaI7S9rxEOYgQQgghhBBCCCGEkNxRcbIG1CnIUcXHxweHDh1C3759MXnyZLRo0UIxIZKeno4LFy4gKCgI7969g4+Pj0bH2rdvH8aNG6fxFrjagOM4XL58GZ8/f2bS3/v379G7d29RCpMBoEyZMqhWrRrTPps0aYJ58+Zh4cKFOHToECwtLZUmDG/evAm5XI558+ahcePGGh3r5cuXuU5AVKpUSa3tdXPSsmVLxMbGYsWKFQgMDERwcHC2Scq8tr/Mzc2bNzF37lyV7WxtbRETE8Orb7EZGRlh69atmDJlChYuXJjt9eA4Do0bN8by5cuzTcjz0bp1a8TFxSEsLEyxCtHgwYNzXL2Mz+qWuck6aQwAZmZmGvVpaWmJpk2bYt++fTh9+jT09JQvaUJWPI+OjoaHh0eOKz+NHTtWMaG3adMmHD16lFdx8pkzZ+Dl5ZXjcw0bNlT0/erVK4SEhPAad6adO3fCwcEhx21R9+/frzjG/PnzsW/fPt7FyWIWmXbr1g3nzp3DnDlzsGvXLjg4OKBy5cqQSCR4/vw5zp49i9u3b8PNzU2xehcfUqkUu3fvRlRUFIKCgnD06FHMmTMHzs7OvPvKqjCfc/LD48ePs61gKJFIoK+vr7RaVs2aNfH48eN8Hp1wMpkMXl5e2Ldvn0YruG3fvh1NmzbNceXBsLAw1KtXDxzHYcWKFdi9e7fak+13794VPCYhTpw4IWr/Hz58wJEjR/Dvv//mWKSnyQ4XhJDCj282FyOHa3ve1iRDs8rLmuRisfIvi6yraa7VtntJ1plUrOypacbUNE+yyo4scyKrPMgq97HKeKyynLZ91lgqTJmLb45ikZfEzEaschDlHUIIIYQQQgghhBBSFFFxsgrPnz9X2tqPtcqVK2P9+vWYMGECRo0aBV1dXRgbG0MikSA1NRUymUzRJuvKFXzp6emhUaNGjEYOhISEwMPDg8m2nAWtdevWuHHjBpo3by5K/97e3ti5cydatGiRbcJLE3369EHjxo2xdetWJCQk4NatWwCAihUrolu3bhg4cCDq16+v8XFMTExw//59NGvWLNtz9+/fR9myZQX3ffz4ccTFxcHY2BgeHh5MPmvv379XrMaSSVdXF6tWrUL16tUVjxkaGuLdu3caH4+1atWqYc+ePbh69SouX76MlJQUcByHSpUqoVmzZry2Kc5L8eLFMX78eBQvXhyrVq3C5MmTs7VhsarLn3/+icOHDyM5ORlpaWnZ+g8LC+PdZ3x8PAIDAyGXy7FkyRKV2wmr6/79+xg1apTKdvXr18fatWt59Z2cnJxtC14dHR20bdsWZcqUUTxWsWJFJCcn8+o705UrVzB16lSV7Vq2bImFCxfy7l/sCc/ly5fD2toamzdvzva+qFGjBubNmwdPT0/e/f6sd+/eaNeuHQIDA+Hr64saNWrkuDU5n23XC/s5R2w/fvzIdu3T0dHB9evXsz3248cPQccYNGhQjivw9e/fX+lxIX/wkhcWf6h28eLFXM875cuXR9WqVQEAHTp0wLJlyzQ+nlgyxymGx48fw9PTE+np6fj69StMTEzw/v17/PjxA2XLloWhoSFN1hPyH8Aym4uRwzXJ29qerVnlZU1zsRj5l1XW1STXauO9JOtMyjp7apoxWeRJVtmRZU5klQdZ5j6WGU/TLKeNnzVWWGau/MhWfHKUtuclFjmI8g4hhBBCCCGEEEIIKaqoOFkFZ2dn7NmzB1ZWVkqP6+jowNfXFxUqVND4GFZWVjh8+DAOHTqEhISEbJM+HTp0YLIlbK9evRAXF4eWLVtq3BcAhIaGok2bNtkmUHV1dXHixAkmr010dDQcHBxyXBGHJQ8PDyxYsABfv36Fvb290gRQJk1WRXz69Cnu3r2L9u3bw8bGJsf+hf6S2czMDIsXL+b1PXy3oXdxccGaNWtgZWWl9Fn466+/EBoaik6dOvE6PgAkJSXB398f58+fR48ePTB9+nSNipx/Vrp0abx69Srb4x06dFD6+tWrVyhdujSTY4qhadOmaNq0qVptOY7DzJkzMXbsWMX2raokJSVhwYIFin+DESNGMP9DjC1btiAwMBCmpqaoVq2axv0nJiZi/vz5OH/+PNzd3TF9+nSNVpDOKi0tLdvnQldXFxcvXlT63JYoUQLfvn3j1beuri6+f/+u9JhEIkF4eHi2Mejo6PAceYbU1NRsK7/p6upi2rRpSo8bGRkhNTWVd//5UWTat29f9O3bFykpKUrXQ5bFOk+ePMG9e/dQrFgxWFhYaHyNLSrnHLFUrFgR9+/fh52dXZ7t7t+/L+jfWRu2VNbEy5cvUbNmTaXHdHR00L9/f6XiCVNT0xzfZ9ro69ev2QqFAAg+Xy9ZsgSNGjXCqlWr0LhxY0REREAqleLgwYMIDg7GqlWrNBwxIaQwYJ3NWedwTfI2y2wtRoZmlZdZ5GLW+VfTrMsi12rzvSSrTMoye2qSMVnmSVbZkWVOZJUHWec+lhlPkyynzZ81TbHKXNqYrQpTXhKagyjvEEIIIYQQQgghhJCiioqTVchtJQeJRML0F7bFixdHt27d0K1bN7XHFRoaij59+qB8+fJqfU+ZMmUQFxcHT09PNG/ePNtEoEQigbe3t9pjzmuVC1ar5/n5+WHPnj3ZJlZ1dXWxdetW1KpVi8lxhg8fDgBYt24d1q1bp7QSCMdxGq8ee+rUKcUk0pUrV7I9r2q7UJaEbEM/YcIEXLt2DX369EGdOnVQoUIFvHz5Eg8fPoS5uTkmTpzIawxr165FREQEKleujG3btsHW1lbIj5IrS0tLHDp0SOVE8qFDh7IVNxRWcrkc0dHRGDBggMri5B8/fmDDhg0IDw9H5cqVsWXLFub/BpkiIyMxYMAAzJw5U3DB7c9cXV1RtWpVbN26VeWkmxDlypXDv//+CxsbG6XHs56D/v33X5QrV45X3zVr1sTVq1dVFqxcuXIl28SbugwMDHJc4WnIkCFKX797907tP074mdhFplmPpU4fMpkMDRs2VOuc9uHDB/z666/Yu3cv7O3tsXr1atSoUUOjcQL/zXMOH61atcLWrVvh7u6e6/vu8+fP2LZtW45bUKsi9gS6s7MzQkNDIZVKlR6XSCSwtbWFgYGBRv2XKFECnz9/ztb3nDlzlB77/PmzaDt5sMBxHMLCwrB79+5ciwKE3kv99ddfWLx4saL45Pv379DV1YWbmxvevXuHRYsWYffu3YLHTggpHMTI5ixzuCZ5m2W2FiNDs8rLBZGLVeVfTbIuq1xbVO4lc8qkYmRPTTImyzzJKjuyzIms8qBYuU+TjMciyxWVz1pOWGUultmKVY7S9rzEIgdR3iGEEEIIIYQQQgghRRUVJxdScrkcoaGhcHR0VLs4OSgoCEDGlpF//vlntuf5Fifnh7wmaVkWJm7dupVZXzk5efKkqP3zxXcb+tKlS2PPnj2Ijo7GH3/8gXfv3qF+/foYNGgQunXrxnvV0fDwcIwYMQIjRoxgsip4Vv3794ePjw9CQ0MxatSobBOWmRMHx44dy7YaUWGm7r9r165d8fTpU4wYMQI+Pj6iTt58+/YNzs7OTAqTAWj0vomOjoajo2OeK5nZ2dlh165d6NGjh9J2tT/78eMHdu3alePWz3np0KEDNm7ciC5duqBOnTo5tnn48CF27tyJoUOH8uo7k1QqxalTp+Di4pJnu5MnT8LMzIx3/2IXmQqlzns/JiYGy5Ytg1wuR2BgoKCtm3NT2M85d+/eRa1atVCiRAlR+h8xYgQOHjyIfv36YfLkyWjWrJnSpOulS5ewYsUKvHv3DiNGjBBlDDKZDOfOnUNsbCx+/fVXXt/77NkzpKenZ3tcR0cH27Zt03hsdevWxYULF+Dg4JBnu/Pnz2fb8lubbN68GZs2bcKwYcMQHByMUaNGQVdXF/Hx8fj+/TtGjhwpuO/09HQYGhpCR0cHZcuWxcuXLxXP1a1bF3fv3mXxIxBCiEp55XBtydtiZGhWebmgcnFer4kmWZdVri3s95I/y/pai5E9NcmYLPMkq+zIMieyyoPakPt+fi+xynLa+FljlcXyM3Opm61Y5Shtz0sschDlHUIIIYQQQgghhBBSVFFxshoePXqU60RDVuquRMsC3wJTMX6RGRkZqfbqofm1MrAQYqzA+rPo6Ohcn5NIJChdujSkUqnKFW8LQlpaGsaPH48hQ4agd+/e6N27t8Z9xsTECFqxSy6Xw9vbGwsWLMhzxSAHBweMGDECa9aswZ49e2Bvb6/YwjQlJQUXL17Ey5cvMXz4cJWTG0VRuXLlsHbtWkGr8z5//hwVKlTItsVrbjp27IizZ8+iefPmvI+VE6Gr+MhkMvj5+WHfvn15FiePGDECPXr0gI+PD/z8/LJNDj969AiBgYF4+PAhli9fzmsMgwYNQnx8PDw8PNC/f3+0aNEClStXhkQiwYsXL3D+/Hns2LEDv/zyC7y8vAT9nD179oSfnx9sbW1znbCNiYlBTEwMlixZwrt/bSgyFWr69Okab92cm8J+znF3d8eePXtgZWWV6+pWOVF3BcbKlSsjIiIC48ePx4gRI6CrqwtjY2NIJBKkpqZCJpOhUqVKWL9+PSpVqsTqxwIAXL9+HbGxsTh8+DBSU1PV/oOu/OTm5oZly5bByckp18KVy5cvIyoqClOnTs3n0alv3759GDt2LPr374/g4GC4uLjAwsICo0ePxqhRo5CYmCi475o1a+LZs2ewtbVFgwYNsHPnTrRo0QJ6enrYs2cPKlSowPAnIYRoM23I5rnlcE3ztjZna1Z5WdtysaZZl1WuLez3knkRI3tqkjFZ5klW2ZFlTmSVB7Ut97HKctr4WWOVxfIjcxVUttL2vMQiB1HeIYQQQgghhBBCCCFFFRUnq8HPz09lGz5bmRYkmUyGGzdu4MWLFzmuXsF39ZErV66oteKMJtuzxsXF4erVq2odQ5OVqGJiYrB79248fvwYaWlp2Z6/du2a4L5nzJih2Pr258nsnx+TSCRwcXHBsmXLoK+vL/hYrJUoUQIJCQlMV/kSMoELZLxOly9fzradY04mTZoEa2trbNq0CYcPH1a834sXLw5ra2ssWLCg0E3ssiJ05TOZTAZnZ+dct0TOyaxZszBz5kxMnjw5x+2tAaB9+/aCxsOXOn/QUadOHaxYsQLTpk2Dq6srKlasiEqVKkEikSAlJQXJyckoVaoUVqxYkeuqVrnR19fH1q1bMW/ePGzYsAEbNmzI1qZ9+/bw9/cXfA7o2rUrzpw5gxkzZmDnzp1o2bJltontGzduoEuXLnBzc+Pdf0EWmWpqy5YtvFe7BjLeNzNnzsTYsWPzLJQpzOccfX19fPr0CUDuq1vlRt1ipUaNGuHo0aM4ePAgEhIS8PLlS3Ach4oVK8LOzg6dOnVitpL+w4cPceDAAcTHx+PZs2cAgDZt2qBfv375uqK3uvr06YMjR45gyJAh6NChQ44FKUeOHIGNjQ08PT0Leri5evbsGczNzaGrqws9PT18+PABQMbKaP369cOsWbMwadIkQX136dJFUfQ3fvx4DB06FHZ2dpBIJOA4DoGBgcx+DkKIdtP2bK5J3maZrcXI0CzysrblYk2zLstcW5jvJfMiRvYsqIyZNU+yyo4scyKrPKhtuY9lltO2zxrLLCZG5tKGbKXteYlFDqK8QwghhBBCCCGEEEKKKipOVsOcOXNQt27dgh6Gxv7++2+MHTsWycnJORbpSSQS3sXJa9euhZWVFaMR5kzdySxNipNjYmIwe/ZsuLu74/r16+jZsyfkcjlOnjyJMmXKoFu3boL6zRQVFYXJkyejW7ducHZ2homJCVJTU3Hs2DEcOHAA/v7+SE5OxpIlSxAUFKR1q0y3bNkSFy5cgL29fUEPhZe2bduibdu2kMlkePfuHTiOg7GxcZ6rrfFdGfi/hu+K7Q8ePMC1a9fw/PlzxMfHZ3teG/+ow9nZGUeOHMGePXuUJvSqV6+OXr16oXfv3mqvapeVsbExVq9ejefPn2ebLLS1tWWySlxQUBCsra2xefNmhIWFKT1XrVo1zJ49G/379xfcf34WmbIkZDIbyFjZLjo6GgMGDFD571NYzzmWlpaYO3cubGxsAGRc242NjXNsK5FIEBAQIOg4xYsXR/fu3dW+1+A4DqGhoejTp4/KVblSUlIQFxeHuLg43L17Fzo6OrC3t4e3tzcWLVqEYcOGwdbWVtC4gYwV7TILp/IikUjUKgb7mZ6eHjZs2IDg4GDs3r0bBw8eVCrS0tfXh5eXFyZMmKD2aqEFwcjICF++fAEAVKlSBbdv31asaPj27Vt8+/ZNcN+DBw9W/Hfjxo0RFxeHs2fPIi0tDfb29qhfv75mgyeEFBranM01zdssszXrDM0qL2tjLtamrFtY7yXFklv21KaMySo7ssyJrPKgNuU+1llOmz5rrLMYi8zFMluxyFHanpdY5CDKO4QQQgghhBBCCCGkqCp6sxciaNiwoegFuPnB398fBgYGiIyMRJ06dVCsWLGCHpJaoqKiRH/9N23ahNGjR2PEiBGIiopCv379YGFhgU+fPmHo0KEwMDDQqP/g4GD07t0bw4cPVzxWsWJFmJubQ19fH+vXr8eWLVvw9u1bbN++XeuKk3v27Il58+bhy5cvaN26NUxNTbNNLoi1bTILurq6MDU1VdlOyMrAJG+zZs2CgYEBwsPDUbNmzUJz3ilXrhzGjBnD63uio6Ph6Oio2OY3L1WqVFG7iCPrts/q6N+/P/r3748XL14oTSKzWtVKzCJTbcS3KL+wnXMWL16MFStW4O7du5BIJHj48CFKlixZYOPJJJfLERoaCkdHxzzfN15eXrhy5Qo4jkPDhg0xY8YMdOnSBeXKlcPHjx+xaNEijcfSpUsXUVeFK168OKZPn44JEybg5s2bePnyJQCgQoUKsLS0RIkSJUQ7NivW1ta4efMmHBwc4OrqipCQELx+/Rp6enqIiooStPV6bipXrow+ffow648QUnhoczbXprzNOkOzysvamIu1MesWtnvJ/KZtGZNldmSVE1nlwaKQ+/LKctrwWSvoLJY1c7HOVqxylDbnJTFyEOUdQgghhBBCCCGEEFJUUHHyf8iDBw+wcuVKpsUhRcWTJ09gbW0NXV1d6OrqKrZUNDQ0xPDhwxEQEKC0igVf169fx7Bhw3J8rkGDBggNDQUAWFlZITU1VfBxxOLj4wMA2L59O7Zv3640WVuQ2yaLgW8RIsnbo0ePsGbNGrRp06aghyIqmUwGPz8/7Nu3T63iZD5y2vZZXZUqVVJrIlAmk6Fhw4aiFTaoW2T6X6QN55xffvkFK1asAABIpVIEBQVpTeGXOq/P5cuXAQCtW7fGmDFj0LhxY+bj6N27d768JiVKlFCsmqaKXC5Hu3btEB4ejnr16ok8MtV8fX2RkpICABg5ciQ+fPiAuLg4pKWloUWLFpgzZw6v/hISEni112RlbEIIYaEo521WeVkbc3Fhz7racC+Z3wp7xmSVHdXJifmdB4ty7hPrs6YNWeznn411tmKdo7QxLwnNQZR3CCGEEEIIIYQQQsh/ARUn/4fUrFlTUHFbbqpUqZJvWziKzdDQEOnp6QAyVm568OCBYttImUyGt2/fatS/iYkJjhw5gpYtW2Z77vDhwzAxMQEAfP78mXlhY1Y6Ojpwd3fPdZvInKi7LTApOLq6uti6dStq1apV0ENRYmZmppUF92Io7IUBYo9frP4lEkmRuh4VBHd3dyxbtgz16tWDu7t7oSskCA0NRXx8PE6ePIm+ffuiatWq6NKlC9zc3FCxYsWCHp5oOI7Ds2fPFPcvBa127dqoXbs2gIyVzWbPnq3RipcDBw6ERCJRnDtyKhb7mTYXjhFC/hs0ydvafi/DKi8XRC5WlX8p67KTX5m0KGRMbcyOrMbEop//UsbTtixWlLJVfuUloTmI8g4hhBBCCCGEEEII+S+g4mQVtm7dijp16hT0MLLR1dVFYGAgfvnlF7W/x8/PD4sXL4aZmRmTn+nkyZMa96EtGjZsiHv37qF169ZwcnJCaGgoOI6Dnp4eIiIi0KhRI436HzFiBPz9/fH06VM4OjrCxMQEqampOHHiBP744w/Mnz8fAPDHH3/A0tJSrT5fv36NcuXK8R6LRCJBYGAgr++xs7PjfRwizPr16+Hg4ID69evz/l5t/HeaN28eZs2ahfLly6NZs2bQ06PLDmFLR0enSF2PCsL9+/cVxVTR0dHo27cvKleuXMCjUp+zszOcnZ3x5csXHD16FLGxsdiwYQMiIiJQq1YtSCQSfPz4saCHSXjat2+f4r/fvHmDuXPnwsbGBh07doSpqSnevHmDw4cP48qVK1iwYEEBjpQQkl+0IZvnlcM1ydvafi/DKi9rkovFyr/amKEKmrZnUsqYRd9/KeNpWxajbJV/KO8QQgghhBBCCCGEkP8C+g2+CgYGBnj8+LHa7fluf3jw4EG0aNECRkZG/AaGjNU1VHFzc1P6+tWrV3Bzc0OFChVQunRppeckEgkOHDig9vEXLVqkdlsAglbPu3v3Lu/vEcLHxwfPnz8HAIwbNw7Pnj1DYGAgZDIZLC0tsXDhQo369/T0RPny5REeHo6lS5fix48f0NPTg7m5OdauXQsnJycAGVsBqjux1rp1a5ibm8PNzQ2dO3cWfQWTmJgY7N69G48fP0ZaWlq2569duybq8f8rgoKCsGLFCtStWxdubm7o0qULqlatWtDDEmzAgAH48eMHhg0bBh0dHZQoUULpeYlEgqtXr4o+Dh0dHfj6+qJChQqiH4sI07lzZzg4OMDV1VWjrYQJf1WrVsXevXuRlpYGjuNw+/btHM/zmbR1O9lSpUqhe/fu6N69O1JTUxEXF4f4+HhwHAdfX180bdoU7u7u6NGjB69+fX19C90qYfnFy8uLV3s+q1M2bNhQ8d/jxo1D586dMX36dKU27dq1w9KlSxEVFQUHBwdeYyGEFD4sszmrHM4qb7PM1mJkaFZ5WZNcLGb+payrTNszaUFkTMqTwlDGU01bsxiLbFWUcxSLHER5hxBCCCGEEEIIIYT8F1Bxsgo9e/ZUbKOW0zZrmTK3W+O7xdqkSZOgp6eHVq1aoWvXrnByckLJkiU1H/j/Z2FhkeN4Wdi+fTtKlSoFY2Njlds2SiQSQcXJmzZtUrutRCKBt7c372MAQOPGjdG4cWMAQJkyZRAWFob09HSkp6fD0NBQUJ9ZZa4+IpfLkZqaChMTE+jo6Ci14bN1Lcdx+Pz5M5YuXYrly5fDxsYGbm5u6NChA8qUKcNkzJliYmIwe/ZsuLu74/r16+jZsyfkcjlOnjyJMmXKoFu3bkyPlxtdXV2cOHGiyE8Ienl54fbt21i5ciWCg4PRuHFjuLm5oWPHjoqtjguCRCKBra0tDAwM1Gqfnp6OqlWrQiqVombNmkzG8O7dO17tMwtOJBIJfH19mYyBiOPRo0d4/PgxNm/ejBo1asDNzQ2urq6oUaNGQQ+tyPP19cWsWbPwv//9DxKJBP7+/tnaZG43K+RepyCYmJjAy8sLXl5eSEpKQkxMDOLj4zFr1ixBxckkZ/r6+kr3mX///Tdev36NevXqoVy5cnj9+jXu37+P8uXLo0GDBoKP8/vvvyMkJCTH51q1akX/RoT8R7DM5qxyOKu8zTJbi5GhWeZloblYrPxbEFm3MOTags6kuWVPTTMm5cn8RRlPtcKQxYRmq6L8mWGdgyjvEEIIIYQQQgghhJCiioqT1aCvr4927dqhffv22VY/YqF9+/b466+/MGnSJOjr68PFxQWurq5o1aoVdHV1Nep7yZIljEaZXZ06dfDo0SM0aNAArq6u6Nixo6CVp/KydOnSbBPQudGkODknxYsXR/HixZn1l0lHR0fQdrQ5Wb58OUxNTREbG4v4+HjMmTMHCxYsUKxM4+jomG0VISE2bdqE0aNHY8SIEYiKikK/fv1gYWGBT58+YejQoWoXq/7cn7qy/rtq04pNYunSpQv8/PyQkpKiWJ1mwYIFCAgIQIsWLeDm5gYXFxfo6+vn67h0dHSwbds2tdsXL14cjx8/xpw5c9CsWTMmY7C3t+dVAFIYiijJ/9mwYQNevHiBuLg4rF27FiEhIbCwsEDXrl3RqVMnlC9fPt/HpKuri61bt6JWrVr5fuz84ubmBkdHRyQlJcHd3R2BgYGoV69eQQ+LmWrVqsHX1xe+vr74+++/FY9zHIeZM2di7NixqFKlSq7fb21trfax8ms1eG2xbt06xX9HR0fj8ePH2T4vjx49wpgxY9ChQwfBxzEwMMDFixfRsmXLbM+dP3+e930IIaTwYpnNWeRwVnmbZbbOrwytaV4WkovFyL+aZN2inGsLOpPmlj01zZiUJ/NfQWa8wpDlClsW45OtinKOYp2DKO8QQgghhBBCCCGEkKKKipNViIqKQlxcHA4dOoTDhw+jTZs2cHNzQ9u2bZkVrnp7e8PKygrXrl1DXFwcjhw5gtjYWBgbG6NTp05wdXXl9Qvd/BIfH4+7d+8iNjYW69atw6JFi5ivAF2mTBn8+PED7dq1g6urK1q2bJltVaX/uqpVq2LkyJEYOXKk4t/j0KFDOH78OAwMDBSvXatWrQQf48mTJ7C2toauri50dXXx6dMnAIChoSGGDx+OgIAADB48WO3+li5dqnZb1kXnqo7FZ2VgsVWsWBFDhw7F0KFD8ejRIxw4cAAHDx7E1KlToa+vDycnJwQFBfHuN+v203nJa/tpddSpUwcvXrwQ/P1ZBQQEiLYaPCl4hoaG6NGjB3r06IE3b94gPj4ecXFxCAgIwNKlS2FnZwc3Nze0b9+e9yp9R48e5dW+ffv2iv+2s7Pj9b3q0qZzjqGhIczNzeHr64sWLVpoxfa7urq6CAwMxC+//MKsz5+3k5bL5YiOjsaAAQPyLE7+8uULDAwM4OLigmrVqjEbCwvadD5cu3YtJk+enK34o3bt2hg3bhxWrFgBd3d3QX3369cPq1evxps3b+Ds7AxTU1O8efMGx48fR0xMDMaOHcviRyCEaDnW2VybcjjLbF3UMzTr/KtJ1i3oXJsf95KaZlIxsqcmGZPyZP5jkfEKOsuJ/VkryCymSeZSla20IUflx+edRQ6ivEMIIYQQQgghhBBCiioJp2opHQIgYwWIixcvIi4uDseOHQMAuLi4wM3NDc2bNxf8y06pVIqoqChYWVkpHpPJZDh37hzi4uJw8uRJfPnyBZUrV4arqysmTZrE5OcRQ0JCAmJjY3HkyBGkp6fDxcUFffr0gY2NjeA+v3//jjNnziAuLg6nT5+GgYEBOnXqBDc3NzRq1Ijh6AufnN47P7ty5QpiY2Nx9OhRvHv3TqMVf1q3bo2AgAC0bt0aTk5OGDp0KPr37w8AOHLkCGbMmIHr168L7j+/vHnzBg8fPoSOjg7q1KkDY2Pjgh5SNqr+XQHgr7/+woEDB3D48GGcO3eO9zFmzJjB65wVGBjI+xiZzpw5g4CAAAQFBaFhw4aC+9F2HMchNDQUffr0EWXlp2fPnqFChQooVqwY876BjIlEFxcXrFu3TrRVmn777Tc4OTnluE03kPd7PykpSVEI8fDhQ5QsWRJ//vknr+NLpVK127LaLrcwnHMKyqdPn7Bnzx48ePAAEokE5ubm8PDwYPKHTeqSyWSwsLDA/v37lSbWs1q/fr2iaKxRo0ZwdXVF586dYWpqmm9jzYm6488vVlZW+PXXX5WKQTIdOXIEU6dOxV9//SW4/+3btyMiIgIvX75UbG1dvnx5jBgxAgMHDtRk6ISQQoZFNtf2HK5Jti6qGVqs/KvNWbeg7iVZZlIxsmdhz5gssyOrnMgyD/6c+1hlPLGzXFHNbfmZuXLKJgWdo/IrL7HKQZR3CCGEEEIIIYQQQkhRRMXJAqSnp+P06dOIi4vDiRMn0LFjR0GrlwKqJ33S0tJw4sQJxMbG4vz58xoVdeSX9PR0rF69GpGRkXByckJISAiTfj9//oxjx44hNjYWf/zxh2KiuFu3blq9RaNY1JkwBP5vkt3BwUHwsUaNGoWmTZti2LBhWLRoEQ4ePIjRo0dDT08PERERqF69OjZv3iy4f9aioqIgk8nQt29fABmfo8WLF2P//v2Qy+XgOA56enoYOHAgpkyZova2zflB3X9XIGMCUdtXQXNzc8PLly/x4cMHGBsbZ5uE0nRl5vwgl8tx9OhRpQk9Jycn3v08efIE3759g5mZmeKxa9euYd26dbh//z50dHRgbm6OMWPG8Jp8VdezZ8+go6ODypUrM+2X1YSnuu/927dvIy4uDtOmTePV/7Nnz3i157PVdmE+5wDAyJEjMWPGDNSsWRMjR47Ms61EIkFYWBiv/kePHo3y5ctj/vz5AIC7d+9iyJAh+PTpE2rXrg2O4/Do0SOUK1cOmzZtQs2aNYX+KLzwnax++PChYhv55ORkNGvWDG5ubmjXrp1oq6jJZDJIJBKtP9cDwIABA5Camop169YprYyWmJgIHx8flCtXLsft2fmQy+V48eIFXr16hfLly6NSpUqF4rUhhIhHaDYvLDlc02xdlDK0WPlXG7Kutt1Lansm1eaMKSQ75ldO1DQPCsl9rDIeqyynbZ81gF0WK+jMlVe2EjNHaUNeYpmDKO8QQgghhBBCCCGEkKJGr6AHUBg9ffoUd+/exd27dwHwK2Diq0SJEujcuTM6d+6MDx8+iHYcFu7du4e4uDjEx8fj5cuXaNOmjeIX/iwYGBige/fu6N69O1JTU7FhwwasX78eDx48YFYAXRTp6upqVJgMAD4+Pnj+/DkAYNy4cXj27BkCAwMhk8lgaWmJhQsXshgqM5GRkRg6dKji66VLlyI2NhZTp06Fvb09OI7DhQsXEBISguLFi2PixIkFOFpl7u7uaq/SUxgmKCwsLJiuZrVo0SJe7WfPns2rvb+/PwwMDDB16lQAGed7Hx8fPHz4EKVLlwYAfPz4EQ0bNkR4eDjKlSundt8zZ85E8+bNFZPOBw8exKRJk2BmZgYXFxdwHIdLly6hZ8+eWLdundpbUf/sxIkTSEtLQ+fOnQFkrMoVERGBiIgIfPnyBUDGVt9jx47FgAEDePevzoRnbGwsIiMjRSsybdCgARo0aMD7+8S8Vhfmcw6QUbgkk8kU/83an3/+iQULFii+Xrx4MapUqYKwsDDFanEpKSkYNWoUlixZgvDwcOZjYKFOnTqYMGECJkyYgOvXryM+Ph7Lly+Hv78/hg8fjjFjxgjq988//8TXr1/RvHlzxWNxcXEIDw/H48ePIZFIULduXYwdO1bQH0bkl/nz52PIkCHo2LEj6tWrp9iK+P79+zA1NWVyr6ajo4MqVaootoomhBCxsnlB53BW2fq/mKH55l9tyLradi+p7ZlUk4zJMk+yyo4scyKrPJjfuU9VxmN1bte2zxrALotpc+bSNEdpe15imYMo7xBCCCGEEEIIIYSQooaKk9WUkpKC+Ph4xMbG4s6dO2jcuDG8vLzQuXNnmJiYCO7X1tZW7VUiypQpI/g4Ynn69Cni4uIQFxeHhw8fomnTpvDx8UHHjh1RtmxZ5sd79+4dDh8+jLi4OFy9ehV169bNcdu8/4LMCfj80LhxYzRu3BhAxvswLCwM6enpSE9Ph6GhIe/+mjRpovbWrhKJBFevXuXV//Pnz5Umx+Lj4zFlyhTF9rwAYG5uDl1dXURGRmpVoaA629hq6ujRo7zaa/IZW7JkieDvzcnJkydVtuE4Di9evADAvzj5xIkTmDlzpuLrRYsW4fv37/jf//6nmCy9efMmJk6ciMDAQF6r5t+7d09pJaSQkBB069YNS5cuVWo3adIkrFixQlBx8sqVK+Hp6an4es2aNYiIiICnpyfs7e0BABcuXMCSJUvw48cPeHt78+pfzAnPrVu3ok6dOrzGoy0K8zkHgNIqTpqubJuTT58+wcjISPH19evXERoaqrSNdcWKFTF69GhFcYe2a9KkCdLS0vD582fExMTgn3/+EdzXokWL0LFjR8Vk+/bt27Fo0SI4OjrCw8MDHMfh4sWLGDNmDJYuXYquXbuy+jGYqlOnDo4dO4b9+/fjr7/+wqtXr2Bubo4+ffqgR48eKFGihEb9y+Vy/PHHH/j333+Rnp6u9JxEIuF9PiOEFF4ssrk25nCxsnVRydBi5V9Nsi6rXKtt95IsM6kY2VOTjMkyT7LKjixzIqs8yCr3aVvG07bPGsAuixWWzCUkR2l7XmKVgyjvEEIIIYQQQgghhJCiiIqTVdizZ49iEq9OnTro3LkzVq9erbRNmybEKALKL56enrhx4wakUinc3d3h6uqKihUrMj/O169fcfz4ccTHx+PcuXOoUKECXF1dMXfuXNSvX5/58Yh6ihcvjuLFiwv63iFDhqicxL169SouXryo9mTvz8qUKYM3b94ovv7y5UuOE2L16tXDu3fvePefn16+fIkXL15AIpGgYsWKqFChgsZ9jhs3TmWbzNddIpHg9u3bGh+Tlbwmk+VyOeLi4hAWFgaO49C2bVve/b97905p8u7ixYtYtmyZ0ipOlpaWmDhxIvz9/Xn1LZPJoKf3f5fdJ0+eYO7cudna9ejRA6NHj+Y9dgBISkpC3bp1FV9HRUXB19dXabLbxcUFxsbG2L59O+/JLTEnPO3s7Hi158vNzU3ttny3gi7s55zo6Ghe7bt3786rfa1atfDXX3/BxsYGQMbr9f3792ztvn//jmLFivHqO7/dunULcXFxOHjwID58+IA2bdpg5cqVgs43mR4+fKi09XFkZCS8vb0xY8YMxWPe3t5YtGgR1q1bp7XFyUDGvUHfvn2Z7pwBAK9evcLAgQMVK6NxHAcASvcINFlPSNHHMptrWw5nna0pQ2tG3azLKtdq+72kJplU27InyzzJKjuyzIms8iCr3Mcq47HKctr4WWOVxbQ9c2mSowpDXtI0B1HeIYQQQgghhBBCCCFFFRUnqzBv3jwYGBjA1dUV5ubmAIDjx4/n2JbFKgZyuVzxC3AjI6MC2SJTXX/++SdKlSqFHz9+IDo6Os9fqPMt9Mo0efJknDx5Evr6+ujYsSO2bNmCpk2bajDqoic1NRV79+7F5cuXlSYMmzVrhl69emm0srdYxo4dm+tzV69eRUhICC5evAgzMzOV2zvmxMXFBZGRkXByckLx4sXRsmVLxMbGKlYKynTgwAGtnZzfs2cPIiMjkZiYqPR49erVMXToUPTu3Vtw3ydOnMjz+adPnyI8PBwXL17UyvdPVhzH4cCBAwgLC8OTJ0/g6OiIX3/9VWnySl1Vq1bFw4cPFRN6xYoVQ6lSpbK109fXV2y9qi4rKyucOHFCsdrPL7/8gidPnmR7Xz5+/FjtbZSzKlmypNJWsO/evYO1tXW2djY2NoiIiODdf35NeF6/fj3bOc3Ozg5NmjQR3KeFhYXK4pGnT58iISGB9x9FFPZzzs+TusD/TYBmToj+/BjAvzh5wIABWLZsGczNzdG8eXMMGDAAK1asQK1atRTFAA8ePMCqVat4bcOe6e7du6hVq5bGK/Pm5t9//1WsZPns2TPY2tpi/Pjx6NChg6DdA7LS1dXFjx8/FF+npKTkuB2xk5MT9uzZo/HxCqMlS5bAyMgIZ86cgYODA6KiolCuXDkcOHAA0dHRgs5nhJDCR8xsXtA5nGW2LuoZWpvyL6tcq633kiwyaWHInkLzJKvsyDInssqDYuQ+TTIeqyynjZ81VlmMVeZima1Y5aj/Ql6ivEMIIYQQQgghhBBCiioqTlbD58+fceDAAZXFtZoUJ//+++/YvHkzrl69irS0NABAiRIl0LRpUwwePDjPbRsLSvfu3QWtastHfHw8DAwMYGFhgefPn2P9+vVYv359jm0lEgnCwsJEHY+2OXHiBGbMmIGPHz+iTJkyqFKlCoCMrUPPnz+P9evXY+nSpTn+0l7bXLlyBSEhIbh06RKkUilCQkLg4uIiqK+JEydiwIABcHNzQ69evdC2bVssW7YMDx48QLNmzQBkrGp09+5drfsFP8dxmDx5Mg4ePIjq1avDy8tL8e/6/PlznD59GvPmzcOlS5dy3RZWlapVq+b4eObEcHR0NIyMjDBjxgylLWG1jVwuV0wiJyYmwtnZGcHBwYpiFSF69eqF0NBQ2Nraonbt2nB3d0doaCisrKwU22m/ffsW4eHhvFeBGjt2LAYPHgxDQ0P0798fU6dOxezZs8FxnOJ9eeHCBQQHB2PQoEGCxt+yZUvs3LlT8Zlv1KgRfv/992xjPXPmjNJ2tuoSu8g0KSkJU6dOxY0bN5QmY4GMc3yjRo2wfPlyQSsk5rX9c+Z7//r16yhXrhyGDh3Kq+/CfM4BMsaWKTExERMnToSbmxs6dOgAU1NTvHnzRrEdfHBwMO/+PTw88OLFCwwbNgzVqlVD/fr18eLFC7i6usLU1BQA8ObNG5ibm8PPz493/+7u7tizZw+srKzg7OyM0NBQSKVSld+nq6uLrVu3olatWnm269SpEwwMDODs7IyZM2eiXLlyADJWtcsJ3z+MsLW1xYEDB9C6dWsAGSu13bhxI9vn9saNG6hUqRKvvvNbTEwMdu/ejcePHyvuZ3927do1Qf0mJCRg9uzZSqv1ValSBSNHjgTHcViwYAE2bNggeNyEkMKDdTbXlhzOMlsX5QxdGPKvkFyrbfeSLDOpNmdPTfMkq+zIMieyyoMscx+LjMcqy2nbZy3zeJk0yWKsMhfLbMUqRxWGvKRpDqK8QwghhBBCCCGEEEKKKgmX9TfDJN/9+uuv2LBhA0qXLo1mzZopTfpcvnwZHz9+xLBhwzB58uQCHmn+GzhwIK/22rY9r5j+/vtv9OnTB40aNcKECRNga2ur9PyVK1ewcuVK3LhxA1FRURoVbIopISEBa9asweXLl9GgQQOMGTMGzs7OGvf75csXhIeH43//+x9ev36t9FyxYsXQsmVLjB49GlZWVhofi6Xdu3dj4cKFmD17Nvr06ZNt1TaO4xAVFYWFCxdi7ty5Gq2gnCkpKQlhYWE4cOAAjI2NMWzYMHh6eoq2Cqmm5HI5YmJiEB4ejsTERLRr1w5jxoyBmZkZk75nzpyJuLg42Nvbo2bNmvjf//4HjuMU/d+7dw/GxsbYsmUL7yLZ8+fPY86cOUhOToaRkRG+fPmC9PR0xfO6urro168fZsyYIWjFvhcvXqBPnz6oVq0a+vXrByBjlcHWrVsrTWwfO3YMy5cvR5cuXXgfY82aNQgPD1dMeJ47dw5fv37NNuG5YcMGXqufvXr1Cj179kRaWhoGDhwIFxcXVK1aFRKJBE+fPsWJEyewbds2lCxZEvv27VNMbGoiKSkJ4eHhiImJgZGREYYNG4a+ffsKeu8X1nNOVoMHD4a9vT18fHyyPZe5qt2WLVsE9f3w4UP873//w19//YVXr16B4ziULVsWderUQdu2bdGuXTtB73tra2uEhISgRYsWkEqliIqKYvo6/zwZn1fhGMdxkEgkuHPnDq/+79+/j759+8LR0REDBw7E+/fvMXXqVHh4eCh9brdt24Zp06bxvjfKLzExMZg9ezbc3d0RFRWFnj17Qi6X4+TJkyhTpgy6desGX19fQX03adIE69evh42NDWxsbLB8+XI4OjoCyCjoGD16NK5fv87yxyGE/AcU1RxeVDO0tudfTXOtNt1LiplJtSF7ssqTLLMjq5zIMg+yyH1iZjyhWU6bPmtZschimmYultmKVY7S9rzEIgdR3iGEEEIIIYQQQgghRRUVJ4uE4zjMnDkTY8eOVUxy5uTQoUOYOHEihg0bhpEjR2bb1u7Tp0+IiIjA+vXrERwcjI4dO4o9dNHJZDI0bNgQ+/bt4726IPk/Y8eORWpqKrZu3QpdXd0c28hkMgwcOBCmpqZYs2ZNPo8wb5cuXUJISAgSEhJgaWmJMWPGoG3btqIc6+nTp3j9+jXkcjnKli2L6tWrq731aH7r2bMnmjZtipkzZ+bZLiAgAFevXsX+/fsFHysxMRFhYWGIjY2Fqakphg0bhj59+qB48eKC+xTb/v37ER4ejmfPnqFDhw4YPXo06tWrx/w4586dw/79+3Hjxg2lCb3atWvD0dERvXv35rUN6c9kMhnOnTuX42Rhq1atlFbKESIlJQXLli3DkSNHIJPJsq1OVa9ePYwfP17wyuSAOEWm8+fPx+nTp7F7925UrFgxxzYvX76Ep6cnHB0dMWfOHMHjT0pKwtq1axEbGwsTExPFe59VUURhOudk1bhxY4SGhqJly5bZnjt37hx8fX3x559/5v/A8jBo0CA8e/YMNjY2iI6ORtu2bXPd8loikSAgIIBX/5cvX+bVnu+q6kDG9sn+/v74888/IZFIFJ/bzP8uW7YsRo8eLXhV9fzQvXt3dOjQASNGjICFhQX2798PCwsLfPr0CUOHDkXHjh0xePBgQX27ublh1KhR6Ny5Mzw9PVGpUiWsXLkSALBw4UKcPHkSp06dYvjTEEKKkpyyeVHJ4f+lbK2t+VeMXFvQ95JiZFJtyZ5i5ElW2ZFVTmSZBzXNfWJkPJZZrqA/a1lpQxZjma1Y5ihtzksschDlHUIIIYQQQgghhBBSVFFxskjUnSTs378/qlevjsDAwDz7mzFjBp4+fYrt27ezHmq+k8lkSr+sFYNcLke7du0QHh4uSuGiNrC3t8e8efPQqVOnPNsdOnQICxYsUNoqsqANHDgQV65cQaNGjTB69Gi0adOmoIekNZo0aYK1a9eiefPmebbTZOWUJ0+eICwsDHFxcShXrhyGDx8ODw8PrS5KziSVSiGRSGBnZ6fWZ3v27Nn5MCrt9OnTJ/z9999Kk6116tTJdWvlgubo6IiRI0eiT58+ebbbvXs3IiIicPLkSd7HyCyKOHDgAMqVK4cRI0YUmvd+fnFyckLz5s2xePHibM/5+fnh0qVLgl57MT19+hQrVqzAo0ePcO/ePfzyyy8oWbJkru1jY2PzbWzR0dFwdHRUbO2tysOHD3Hjxo1sn9smTZpofYF7kyZNEB4ejmbNmsHCwgKRkZGKlcyOHz+OgIAAwe+doKAgpKamYvHixThz5gzGjBmD0qVLQ09PD69fv8aUKVPy3MKbEPLfllM2Lyo5nGW21vYMrY35t6jmWpaZVNuy538pT2pDHmSZ8f4LWU4bspi2ZKvccpQ25iUWOYjyDiGEEEIIIYQQQggpqvQKegBFmTp133fv3sXIkSNVtuvSpQsmTJjAYFT/DRzH4dmzZ0rbYBY1nz9/VmvlnHLlyuHz58/5MCL1JSQkAMjY4lTV+1oikeDq1au8+n/37h2v9kZGRrzai0lHRwffv39X2e779++8V6bN1LlzZ8jlctjb26NXr14oVqwYTp8+nWv79u3bCzqOGDJXu0tKSkJSUlKebSUSSaGeTNaUoaGhYkKsMHj9+jXq1Kmjsl3dunXx6tUr3v1Pnz4d8fHxqFChAmbPnq1477NQmM85WY0cORJz585FYmIiXFxcYGpqijdv3uD48eNISEjAggULePe5adMmXu35rq77yy+/YMWKFQAyCk6CgoIKZBvmrGQyGfz8/LBv3z61i5Pr1Kmj1udAGxkaGiruuypWrIgHDx4ozkEymQxv374V3PfkyZMV/+3g4IBdu3bh+PHj+PbtG1q0aAEHBwfNBk8IKfKyZnPK4dlpe4bWxvzLKtdq270ky0yqbdnzv5QntSEPssp4rLKctn3WstIki7HKXNqQrfLKUdqYl1jkIMo7hBBCCCGEEEIIIaSoouLkAiaXy6Gnp/qfQU9PD3K5PB9GRAqLKlWq4NatW7Cxscmz3a1bt1C5cuV8GpV6fH19Re3f3t4eEolErbYSiQS3b98WdTx8mJub4+DBgypX3Tp06BDMzc0FHUMmkwHIWOlK1YpiEokEd+7cEXQcMYi9StDRo0d5teczea5OAUwmiUSCsLAwXmPJD2IWmRoZGSm2j83L06dPBU0Sx8TEAACKFSuGnTt3YufOnbm2lUgkOHDggNp9F+ZzTla9e/dG+fLlER4ejuXLl+PHjx/Q09NDgwYNsHbtWjg5OfHuc+nSpSrb/Pz68S1Odnd3x7Jly1CvXj24u7urveV1fvgvbVDSsGFD3Lt3D61bt4aTkxNCQ0PBcRz09PQQERGBRo0aMTuWpaUlLC0tc3yO4zjMnDkTY8eOVRQgEUJIVpTDCx9tzL+scq223UuyzKTalj1Z5klW2VEbcyKr3Mcq47HKctr2WctKkyzGKnNpS7YqTDlKjBxEeYcQQgghhBBCCCGEFBVUnFzA6tSpg1OnTqncLvPUqVNatzIEKVjt27dHWFgYWrVqhbp16+bY5sGDB4iIiICHh0c+jy5vYhcnBwQE5DnhJJPJEB8fny9b/fLVr18/TJo0CRUrVsSIESNgYGCg9PyXL1+wbt06REdHK1az4evEiRMshlokjRs3TmWbzPcW38lKdVZw+/z5M27fvq32hGlWTZo04TXZyndVcjGLTJs3b44NGzagXbt2KFWqVI5tPn/+jI0bN6Jly5Zq95upe/fugl9XVQrzOScnjo6OcHR0hFwuR2pqKkxMTASv1A5krE6Zl6tXryIkJAQXL15E/fr1efd///59xecrOjoaffv21bo/ysmLm5ub2m35Fs7nJx8fHzx//hxAxrn02bNnCAwMhEwmg6WlJRYuXJgv45DL5YiOjsaAAQNosp4QkivK4YWPNuZfVrlW2+4lWWbSopw9WWVHljmRVR5klftYZTxWWU7bPms5EZrFWGUubcxW2p6X8jsHUd4hhBBCCCGEEEIIIYUJFScXsJ49e2Lx4sWoW7cuPDw8cvwleVRUFHbu3Ik5c+YUwAiJtvLx8cHx48fh7u6Obt26wdnZWfFL6efPn+PkyZOIjo5GtWrVMGLEiAIebXbJycnQ19fPdXWcd+/e4evXr4ImQXr06JHj4xzHITY2FhEREfj333/h6OiIMWPG8O5fTJ07d8aNGzewbt067Nq1C/b29kr/rpcuXcKHDx8waNAgdOrUSdAxqlatynLI+er169eYPHkyhgwZkuu2lmfOnEFkZCSWLVuGihUr8upf1eT506dPER4ejosXL8LExIRX39u2bcv1uU+fPmHbtm3YvHkzihcvjt69e/PqO9OQIUNUTtpevXr1/7F331FRHX8bwJ8FrGABazC2nyYs1Ua1YEBRRFFRsWuw9x5FERUlKmrsIkVFsWBXRMQKGpOogD12jV2aCgRRQ1nm/cPDvq7U3b2Xvbt8P+fknOzecWbuuvdyH2acweXLlxUa3OVzkumkSZPQp08f9O3bFxMmTICjoyP09PQAfBmwjomJwebNm5GSkgJ/f3+5++7n5yf3nyktdb7nFEdLSwu1a9fmrf6rV6/C398fV65cgVgsxsaNG+Hk5CR3PQ0aNMDBgweRlZUFxhju3buHrKysIstbWVkp023OmZqalng9vn79GvHx8bxNsOdCy5Yt0bJlSwBA9erVERAQgOzsbGRnZ0uv5a8lJCSgbt26pVq5VF7qtNIaIUQ1KIerH6HmXy5yrdCeJbnMpELLnlzmSa6yI5c5kas8yFXu4yrjcZXlhHatFYerLCZv5hJithJ6XlJFDqK8QwghhBBCCCGEEELUhYjRb7N4IZFIYGpqisOHD8PU1LTIcnl5eZg+fTrOnDmDxo0bw9HRUWbQ58KFC3j+/DmcnJywfv16QU9KKa3SfjZCb0MIUlNT4ePjg7NnzxZ63MnJCT4+PnJPouTb1atX4eHhgbCwMFhYWBRa5vbt2xg8eDCCgoIUWiX1a3l5eYiIiEBAQABevXolHWgyMTFRql4+nT9/Hjt27MCNGzeQnZ0NAKhYsSJat24NDw8P/PTTTwrXnZWVha1bt8La2rrIgaT4+HjExcVh1KhRqFy5ssJtcW316tW4fPkyDh06VGy5/v37o3Xr1pg7dy4n7eYPLIeHh6NmzZoYPXo0Bg4cqPRnk5mZiZ07dyI0NBRZWVlwd3fHmDFjULduXU76/bWvB5CNjIwwadKkIrcWlte3A54TJ05UaJLptWvXMHPmTKSkpAD4MrAHABkZGWCMoX79+lizZg1at27NSb/5oo73nLIUHx+PTZs2ITY2FiYmJpg4cSI6d+6scH3Hjx/H/PnzkZOTA6DwgVqRSATGWJlsF56Pi2eRb+89o0aNkmtFcqGSSCQwMzPDoUOHOH9OKy/PgISQ0ivsvqApOZzLe5463D+Fln/5yrVCeZbkIpMKLXuWRZ7kIjvykRO5yIOK5D4hZzyhXGt8UDRzCSFbyfPzSN3yEhc5SB1+XhNCCCGEEEIIIYQQko9WTlYxLS0trF+/Hnv27MHOnTuxfft2meMNGzaEt7c3Bg8eLNgBUXmJRCIYGhqiYsWKvLej6QwMDLBhwwYkJiYiLi4OycnJAIB69erB2tpa5VsvFmXHjh1wdXUtcgAXACwsLNCrVy/s2bNH4cnJXw80vXz5Ep07d8b69eshFosV7TrvPn/+jCpVqki38pRIJEhLSwMA6OvrQ1tbW1r2wYMHCp3LoUOHcODAgWIHbExNTTF79mxUqVIFI0eOlP9EeHLmzBmMHj26xHLu7u7YunWr0pOTX716hYCAAEREREBfXx+zZ8/GwIEDUalSJaXqzczMxI4dO7Br1y5kZWVhwIABGD16NOrUqaNUvYW5evWqdFBSLBZj06ZNSk0E/dq3A54bN25Uqu42bdrg7NmziIqKQnx8fIF7Wrdu3RT+2fHgwQP06dMH/v7+cHBwKLTM77//jokTJ2Lv3r3F3p+Koo73nLIUFxeHTZs2IS4uDmZmZti8eTMcHR2VrtfV1RUODg549eoV3NzcsHz5cvzwww8c9Fh1Xr16hcDAQBw7dgw1a9bEL7/8gkGDBil97xES+veRhBBV0pQcznW2FvK5AsLLv1znWqE8S3KZSYWWPfnMk1xkRz5yIhd5UJncx0XG4zrLCeVa44OymUtdspU65yXKQYQQQgghhBBCCCGkXGGEN7Gxsezjx4/FlsnLy5N5nZiYyG7evMlu3rzJEhMTZY6lpKRw3kc+paamqqzt3NxcZmRkxO7cuaOyPvBt2bJlJX6/GGPs7t27zN3dvQx6VHq2trbs7NmzJZY7e/Yss7Ozk7t+iUTCDh8+zJycnJhYLGZTp05lDx8+VKSrZe6nn35i586dK7ZMZmYmW7p0KTM1NVWoDTc3NxYUFFRiueDgYNanTx+F2uCLmZkZi4+PL7FcfHw8MzMzU7idFy9esLlz5zJTU1Nmb2/Pdu7cybKyshSuL19GRgbbuHEjs7KyYi1btmR+fn7s3bt3StdbmLi4ODZs2DBmZGTE3NzcSvxeySM2NlZad9++fVl0dLTSdZa2f58+fWJ+fn5y1z979mw2efLkEstNnTqVzZw5U6661fmeUxYuX77Mhg4dysRiMevfvz+7cOECb21t3LiRJSUl8Va/PBR5Fnn58qX03tOhQwcWGhrK/vvvPx57qRp8PqeVh2dAQoj8vs3m6pbDyyJbC/3+KcT8y1WuFdqzJJeZVGjZk488yUV25CMncpEHlc19XGU8rrKc0K41LvGRuVSVrYr7eaTueYmLn7VC/3lNCCGEEEIIIYQQQsjXaOXkUkhISMDFixfBGIOzszP09fWRlJSEbdu24dWrV/j+++/Rv39//PjjjzJ/ztrausS6+/XrB19fX+mWgfXr10f9+vVlyjDGsHPnTmzcuBFXr17l7sQ4sGPHDpw8eRKMMQwdOhQ9e/bE4cOHsXLlSmRkZKBq1aoYOnQopk6dKrO6Dt+0tbXx4MGDMmtPFQ4ePIjTp0/D29u70BVrMjMzsW7dOoSFhQluS8oPHz6gZs2aJZarWbMmMjIy5K6/a9eueP36NWxtbbF06VLpKi/p6elFtiMUxsbGmDRpEjp16oQFCxYUuB+cPHkSy5cvx8ePHzFnzhyF2nj69GmpVoXNX2VHSCpXrowPHz6UWO7Dhw8KbQn84sULBAQEIDIyErVr18a8efPg7u7OyWp0GzZswK5duyCRSDB48GCMHDmSly2nY2NjsWnTJsTHx8Pc3ByBgYGl2nK5NK5cuQJ/f39cvXoVFhYWCAoKQseOHTmpe9KkSejcuTO8vb0LfO/znTlzBsuWLcOHDx/g6ekpV/2XL1+Gl5dXieWcnZ2xfPlyuepW53tOWfDw8IBIJIKtrS3s7e3x9OlTPH36tNCyIpEIHh4eCrc1efJkhf8s17S0tDB58uRSbb/98uVL6Up7XN97CCFEk3CVzYWYw1WdrYWeoYWYf7nKtUJ7luQykwote3KZJ7nKjlznRC7yIFe5j6uMx1WWE9q1xiU+MpeqslVhOYryEiGEEEIIIYQQQggh6okmJ5fg9u3bGDlyJDIzM6GlpYXNmzcjJCQEY8aMgUQiQdOmTXHy5Ens378foaGhaN26tVz1M8bg7u6OIUOGYNq0adDV1ZU5fuvWLfj4+ODRo0cYOnQol6emtJ07d8LPzw/29vaoVq0aFi5ciPfv32PNmjUYPHgwjI2N8ffff2Pr1q2oWbNmsdt4FufcuXOIiooCYwyDBg2CtbU1/vzzT6xatQovX77E999/j2HDhqF///4cn6GwRUVFYcmSJZg8eTIcHR2xYMEC6Ta2kZGR8PPzQ1ZWFubPn4/BgweruLeyatWqhZcvX8LS0rLYci9fvkStWrXkrv/Vq1cAvgxgXblypcTy9+/fl7sNvmzevBnnzp3D0qVL4eLigqlTp2L48OF4/fo1Fi9ejL/++gvOzs7w8vIq1YS3ojA13UZSLBYjOjq6yK1c80VHRyu0JauLiwvy8vJga2uLfv36oUKFCrhw4UKR5bt06VLqujdv3gyRSIQWLVrgyZMnxQ6uikQiBAQEyNN1AMCwYcNw9epVtGjRAsHBwbC3t5e7juLwOcl006ZN+PXXX2W+91paWgC+XNO+vr64ePEiunTpgvnz58vd97S0tFJth1ynTh2kpqbKVbc633PKCmMMly9fxuXLl4stp8jk5PHjx2Pu3Llo0qQJxo8fX2L9ilxbwJfJNYwxNGvWDMCXc4qOjsbLly/RoEEDdOzYUWYSi0gkKtWAvqenJ06cOIG6devC29tbeu8hhBAii8tsLrQcznW21sQMLcT8y1WuFdqzJNeZVEjZk8s8yVV25DIncpUHucp9XGU8rrKc0K41rnGRufjIVsrmKMpLhBBCCCGEEEIIIYSoL5qcXIJ169bhhx9+wKZNm6Crq4ulS5di9OjR+OGHH7B582ZUrFgRnz9/xrhx47Bhwwbs2LFDrvoPHTqEnTt3YsOGDdJVgJycnJCRkYHffvsNhw4dgoWFBQ4fPqzQRDs+7d+/H+PGjcOMGTMAAGfPnsW0adMwadIkTJo0CQDQu3dv6Onp4ciRIwpNTj5+/Dhmz56N5s2bQ09PD6NGjcKKFSswd+5c2Nvbw8nJCXfu3MGiRYugo6ODPn36cHqOQla/fn3poGH+YM+YMWMQHx+Py5cvo3v37pg7d26pBnDKmo2NDXbv3g1XV9ciBxRycnKwZ88e2Nrayl2/vKueCk3nzp3Rtm1brF27Fr/99hv27duHxMRE1KtXD1u3bkX79u2Vqr9x48a4du0a7Ozsii139epVNGzYUKm2uNavXz94eXmhRYsWcHd3L7TMoUOHcPToUfj5+cldv0QiAYBSD+jJM1hpZWUl/f+PHz/K3bfSiI+PBwA8fPgQ06dPL7asSCTCtWvX5G6Dr0mmX3/vV61ahYiICHh5eSEuLg5BQUGoU6eOUis116hRA0lJSSWWS05ORo0aNeSqW93vOXzjexXGjx8/Sq9dPq6tlJQUjB8/Xnq929nZYcOGDZg0aRJiY2Ohra0NiUSCxo0bY/v27TA0NJSr/mPHjgEAKlSogLCwMISFhRVZViQSISIiQvGTKQe0tbWxc+dONG3aVNVdIYRwjMtsLrQczmW21tQMLcT8y1WuFeKzJFeZVGjZk8s8yVV25DIncpkHuch9XGU8rrKcEK81rnCVubjMVlzlKMpLsijvEEIIIYQQQgghhBB1ImJCWsJEgGxsbLBixQrpFohv375Fhw4dCqxAEh0dDW9v7xJ/aV+UpKQkLFmyBOfPn4eNjQ0ePXoEiUSCmTNnYsCAAVycCudatmyJoKAg2NjYAPjyS+s2bdpg9+7dMisHXb58GRMnTsSNGzfkbqNPnz4wMTHBr7/+CuDLoO3SpUsxaNAgzJs3T1rOx8cHt2/fxpEjR5Q8K/WUnp6Ovn374s2bN9DS0sKaNWvg7Oys6m4V6Z9//kGfPn3QqlUrzJ8/X7qVZr7Hjx9j2bJluH79Oo4cOSJdXaW8iYuLg6enJxITE6GlpQVfX1/07dtX6XoDAgKwbds2hIWFFdjyOl/+KnEjR44scbWcsjZ79mwcP34cJiYm6NixI7777juIRCLpNt/37t2Dq6srVq5cKXfdb968kat8gwYN5G6DT5s2bZKrvKq2aS3J3bt3MWXKFCQmJkIkEmHcuHEYP348KlWqpHCdU6ZMQUZGBkJDQ4st5+HhgWrVqmHjxo0Kt0U0y7x583Dp0iXMnTsX1apVw6ZNm6Cjo4O3b99i/fr1MDIywt27dzF9+nS0atUKq1atkqv+uXPnQiQSlbq8JkyqkEgkMDU1xeHDh2FqalpomTNnzshVpzwr2RNC1BMf2VwoOZzLbF0eMrRQ8m95yLXKZlIhZk+u8qQQs6OQ86AyGY+ynHriKkdpUl76OgfJew+hvEMIIYQQQgghhBBC1BGtnFwCxhi0tbWlr3V0vnxk366KU7FiRenKEoqoX78+Zs+ejYcPH+LKlSvQ0tLChg0b0LlzZ4Xr5JuBgQESExOlrxMSEgB8WRnjaykpKXKvQpnv2bNnmD17tvR19+7dsWjRIjg6OsqU69Kli8avjFGUuLg4+Pj44O3bt+jfvz/OnDmDX3/9FTk5OXB1dVV19wrVrFkzrFu3DnPmzEHPnj1Rr1491K9fHyKRCImJiUhOToaenh7Wr1+v0ABucnIy6tWrV6qyFy5ckE5wEIr09HSsWLEC4eHhsLW1xdq1a7Fv3z7Mnz8fUVFRWLRoERo1aqRw/R4eHjh16hQGDBiAgQMHwt7evsCA7L59+9C4cWO5Vr4tK6tWrULr1q2xY8eOAluINm7cGIsWLcLAgQMVqlsok43/++8/mW1NS0uok43lkZ6ejj179iAhIQFNmzbFs2fPcPv2baSkpCi1mtrIkSMxZMgQeHp6Yt68eahZs6bM8X///RfLly9HfHw89uzZI1fd6n7P4dvOnTsxbNiwEgeUk5OTsXTpUmzYsEGu+sPDw+Uq37t3b7nKX7p0CTNmzEC3bt0AAN999x26d++O1atXS1fTNDMzw+TJk7F+/Xq56gag0Crv6k4kEsHKygq6urpFlpk6dar0O1PSv6WUdyV7Qoh64iObCyWHc5mtNT1DCyn/cpVrhfgsyVUmFWL25CpPqiI7lpQThZoHlc14XGU5IV5rXOEqc3GZrbjKUZqUl77OQZR3CCGEEEIIIYQQQkh5QJOTSyAWi7F7927Y2NigYsWK2L59O2rXro2jR4/KbEt59OhR/O9//1OojZycHAQFBWHLli34/vvvsXr1auzbtw9Tp05F37598csvvyg8uZdP7du3x+rVqwEAenp6CAgIwE8//YQNGzbghx9+wA8//IAHDx5g8+bNaNOmjUJt6Onp4d9//5W+TktLAwBkZmbKlMvIyEDVqlUVPBP1lJaWhpUrV0q/iwEBAWjcuDFmzJiBFStWYPbs2Thy5Ah8fHzQuHFjVXe3AAcHB5w6dQr79+9HfHw8kpOTwRhD06ZNMXDgQLi7u6NWrVoK1e3i4oJp06YVOzCTlJQEX19fxMTECOoX/EeOHMGqVaugpaUFPz8/9OrVC8CX1dTc3NywaNEiuLq6YsyYMRg7diwqVqwodxtVqlRBaGgoFi9ejNDQ0AJbXotEIjg7O2PhwoUKTZAtC4MGDcKgQYOQnJws/e7Ur1+/1AONRYmOjkanTp1KLPf582ds2LABnp6epa578uTJWLBgQYl9PHfuHJYtW4aYmJhS1/11v6pUqVKqsg8ePJB7m3K+J5kePXoUK1euhEgkgp+fH3r37o3Y2Fj4+PigR48eGDduHMaMGVPkttnFadWqFRYtWgRfX1+cPHkS5ubmMpNH/v77b+Tl5WHRokVo2bKlXHWr8z2nLKxYsQLHjh3DkiVLCl0lNy8vD6Ghodi4cWOBiQalMXfuXJnXhQ3wfv33Iu/k5IyMDHz33XfS1/Xr1weAAtdyvXr1kJ6eLlfd+f0s7Upgb9++LdPt6vmipaWFXbt2lVimcuXKcHJyQo8ePRR+ziaEaA6us7mQcjiX2VpTM7RQ8y8XuVZoz5JcZlKhZk8u8iRX2ZHLnMhVHuQy93GR8bjKckK71rjEVebiMltxlaM0KS99nYMo7xBCCCGEEEIIIYSQcoGRYsXFxTELCwvWokULZmlpyVq1asVu3brF7O3tWZ8+fZiXlxdzc3NjYrGYnT17Vu76L1++zLp27cosLCyYv78/y87Olh47fPgws7W1ZXZ2duzo0aMcnhU3UlNT2eDBg5mRkREzMjJiI0eOZJ8+fWJTp05lRkZGzNTUlInFYubo6MhevXqlUBszZsxgzs7OLC4ujt27d4+NHj2a9e/fn/Xr14+lpaUxxhh7//49c3NzY+PGjePw7ITP2tqatW3blkVERBR6PDY2ljk7OzNzc3O2YcOGMu6dav3666/MxMSEubm5sb///lvmWG5uLtuyZQtr2bIlc3BwYOfOnVNRLwsnFovZggUL2L///lvo8ezsbLZx40ZmYWHBunbtqnR7CQkJ7NixYyw4OJgFBQWxY8eOscTERKXrVVdGRkZs0qRJLCkpqcgyp0+fZh07dmStW7eWq257e3vWqlUrtmPHDpaXl1fg+OvXr9m4ceOkfVDETz/9VOJ3OjMzky1dupSZmprKXb+JiQnr06cPu3PnTqHHJRIJCwkJYa1atWIODg5y1T106FAmFouZt7c3S09PlzmWlZXFNm7cyMzNzVm3bt3YlStX5O57vgcPHjAvLy/m5OTELCwsmIWFBXNycmLe3t7s4cOHCtWpzvecsvD3338zNzc3ZmJiwn799VeWmZkpPXbt2jXWs2dPZmpqyvz8/NjHjx/lrj81NVX6382bN5mDgwNbs2YNu3v3LktKSmJ3795lq1evZg4ODuzmzZty19+zZ0+2YsUK6euoqChmamrK/P39ZcqtW7eOde/eXe76+/Tpw+7evVtsmby8PLZjxw7Wpk0buevnU48ePUr9n6urq1x1v337lu3YsYP169ePicVi5ubmxkJCQlhycjJPZ0MIETous7nQcjiX2VpTM7Qm51+hPUvylUk1LXtylR25zIlc5UGuch/XGU/ZLCe0a41LXGUuLrMVVzlKiHmJixxEeYcQQgghhBBCCCGElAc0ObkUHj9+zPz9/dmGDRvYs2fPGGOMPX36lE2ZMoW5uLiw0aNHs5iYGIXqzh94fPnyZaHH09LS2Ny5c5lYLGZDhw5V9BR4lZSUVGCANCYmhm3ZsoWdOHFCoYlG+V6/fs26dOnCjIyMmFgsZj169GDv379ngwcPZubm5qxz587M3NycWVlZsfv37yt7KmqluMHCfNnZ2WzTpk2sRYsWZdOpUsrNzWVHjx4tcqCLsS8DK0ePHmW5ubkKtfH1wIyvry/78OEDi4+PZz169GCmpqZs5cqV7NOnT4qeAm+uX79eqnLPnj1jI0aM4Lk3wnP//n1mbGxc7D33woULzMTEhN26dUvu+s+ePcs6duzIWrVqxbZv384kEon02MuXL9mYMWOYkZERmzJlSrGD0IX5+PGjzGDo7du3GWOM5eTksMDAQNayZUvm6OjIzp8/L3e/802YMIEZGRmxiRMnFjrQHxUVxTp06MBat27NQkND5a6fz0mmPXr0YNeuXSu2zLNnz9jPP//MxGKx3H3nm7rec8qKRCJh27dvZ61atWIdOnRg4eHhzMvLi4nFYjZw4ED24MEDTtrx8PBggYGBhR4LCAhgw4cPl7vOAwcOMCMjIzZ06FA2YcIEZm5uzg4cOMBatWrF/Pz8WHh4uHSCR3BwsNz1539vli5dKnNN5bt58ybr3bs3MzExYcuWLZO7fj55enqyuXPnFvvf0KFDpc9xinr+/DnbuHEjc3Z2ZsbGxmzYsGHswIEDJT4HEUI0D1fZXKg5nItsrakZWoj5l8tcK6RnSU3OpFzmSa6yI5c5kas8yFXuE2LGE9K1xjWuM5ey2YqrHCXEvMR1DqK8QwghhBBCCCGEEEI0FU1OVrHIyMhSlYuLi2MuLi4890aYsrKy2NWrV9mVK1dYTk4OY4yx//77j+3atYv5+Piw4OBguScJljcvXrxQdRdkHDt2jFlbW7O3b98WWebdu3fM2tqa7d+/X+F2vh6Ysba2ZmKxmA0ZMoQ9evRI4To1wdu3b9nw4cPZhQsXiixz4cIFNnz4cMFdW7Nnz2aTJ08usdzUqVPZzJkzFWrj28Hh+Ph45u/vzywsLFinTp2K/dxK4+vBUC8vL+bi4sJMTU3Z6tWr2efPn5Wqm7Evg+Q//fSTzCD5ixcv2MiRI5mRkRGbNm2aUivx8DXJNP/+XhrHjh1TqI34+Hj2/PnzIo8/e/aMxcfHK1Q3Y3TPKY3ExETm6OjIxGIxMzY2ZmFhYZzW36JFC/bnn38WeuyPP/5QeLLSwYMHmYeHBxs6dKh0xcbTp08zOzs7ZmRkxFq2bMn8/Pzk+h7n+/p7Y29vz86cOcMYY+zff/9lCxYsYMbGxmzAgAFqNYGMMcZevXrF5s+fz0xNTVm7du1YSEgIJ/XeuXOH+fj4MBMTk1L9PCCEkMJoeg4v7xm6rPIv17lWE58lhZY9uc6TXGZHrnIiV3mQi9zHZcbjMstp4rX2Na4yFxfZioscpW55SdkcRHmHEEIIIYQQQgghhGgSEWOMgaiFnJwcVKhQQdXdIERpgwcPhpWVFWbMmFFsufXr1yMuLg579uxRuK3w8HD4+fnh33//BQBMmzYNo0ePho6OjsJ1qso///yDR48eQV9fH1ZWVtDW1laontWrV+Py5cs4dOhQseX69++P1q1bY+7cuQq1w4cOHTrAy8sL3bp1K7bcyZMnsXz5cly8eFHhtu7evYspU6YgMTERIpEI48aNw/jx41GpUiWF68yXmpoKd3d3vHnzBlpaWti8eTN++uknpevN9+nTJ6xduxZ79+7F999/j8TERNSrVw8LFy5E+/btOWkjKSkJQ4YMQUJCAkQiERYsWIBBgwZxUjcfzp8/jxkzZiA8PBxNmjQptMyLFy/Qu3dvLFu2rMTvWFE06Z7DtefPn2PRokWIjY1Fu3btEB8fj8aNG8PHxwdt2rThpA1HR0fY2dlh6dKlBY7NmzcPsbGxiImJ4aStfKmpqTAwMFC6nqSkJCxZsgTnz5+HjY0NHj16BIlEgpkzZ2LAgAEc9LRsvHr1CoGBgTh27Bhq1qyJ0aNHY9CgQUrfO/Py8vDXX38hMjISZ8+eRYUKFTBhwgR4eHhw03FCCCkC5XBSFD5yrdCfJeXNpELLnnzlSa6yI1c5kcs8KITcx0eWE/q1piguMxff2UreHCX0vKRsDqK8QwghhBBCCCGEEEI0kZaqO6AOPn/+jPDwcAQHByMmJgZ5eXkFyrx69Qrz5s3jtN2MjAzcvn0br169AgBBDoj+/vvv+Pnnn9GtWzdMnjwZ165dK1Dm1q1bMDY2VkHvNF9KSgqOHTuGw4cPIyUlBQAQGxsLd3d3tGzZEg4ODggODlZxLwt6+PAhrK2tSyxnaWmJBw8eKNTGs2fPMHz4cHh5eaFTp064cOECJk6ciM2bN6N37964evWqQvWWhT179sDDwwNDhw7F7t27AQALFy5Ejx49MHPmTIwYMQK9e/dGamqqQvWfOXOmVAM37u7uOH/+vEJt8CUtLQ116tQpsVydOnUU/nwAID09HXv27EFCQgKaNGmCvLw83L59W3qdKSM8PBzdu3fHp0+fMHPmTDRs2BDTp09HYGAgcnNzla4fAKpWrQonJyfUqVMHz58/R05ODsaNG8fZxOTnz5/D09MTb968Qdu2baGjo4OwsLBCfwbIKykpSfpzDwDevXuHVatWYezYsZg7d67C1+7u3bvh7u5e5GA2ADRu3Bj9+/cvcfJEYdT5nsO37OxsbNq0CT179sS7d++wa9cubNu2DeHh4dDX18fQoUMxf/58pKenK93W+PHjcfjwYQwbNgyhoaGIjIxEaGgohg0bhqNHj2L8+PHKn9A3uJiYDAD169fH7NmzYWhoiCtXriA9PR1Lly4VxEB7aeQ/C3fr1g1//PEH5syZg+joaHh4eCg1Mfn69evw9fVF+/btMXXqVOTm5mL16tX466+/aKCekHKoLLK5qnI4ZeuSCS3/cplrhfYsyVUmFVr25CNPcpUducyJXOVBrnKfshmPyywntGuNK3xkLr6zlbw5Sqh5SdkcRHmHEEIIIYQQQgghhGg0VS/dLHRv375lnTp1YkZGRszExIQZGRkxFxcXdvfuXZlyN2/eZGKxWKE2zp8/z7y8vNicOXNYTEwMY4yxoKAgZmFhwcRiMROLxWzUqFHs48ePSp8Ply5dusTEYjFzc3NjXl5erFu3bszY2Jj99ttvMuWU+WwYY+zevXts3rx5bNSoUWz58uXs5cuXhZZxdHRUuA11dOvWLWZlZcWMjIyYkZERa926NTt//jyzsLBgPXv2ZNOnT2c9evRgYrGYHTlyRNXdlWFubs5iY2NLLHflyhVmYWEhd/0bNmxg5ubmrHv37gW29Xz69CkbNmwYE4vFbO7cuSw1NVXu+vm0Y8cOZmRkxIYPH84mTJjAzM3N2bx585ilpSULCQlhv//+O9uyZQtr06YN8/X1VagNMzOzUm13Gh8fz8zMzBRqgy9t27Zlx48fL7FcZGQka9u2rUJtHDlyhNna2jI7Ozt29OhRxtiX76KzszOzsLBg/v7+LDs7W+56//nnH+l3z8vLi6WlpTHGvmy7nf+ddXFxYXFxcQr1O19aWhqbO3cuE4vFzMPDg924cYN5enoyIyMjNnLkSKW2uc7KymIbN24s0Neizk0eSUlJrG/fvtKfe3369GEvX75kjo6OzNjYmLVt25YZGxszU1NTdvXqVbnrt7KyKtW2yhcuXGDW1tZy1a3O95yy0KVLF2ZhYcECAgIKvXbyrzlbW1t2+PBhpduLiYlh/fv3Z6ampszIyIiZmpoyd3d3Fh0drVS9CQkJ7ObNm0V+v9+/fy+9Z8grOzubbdy4kVlYWDAXFxcWGRnJhg4dyoyNjZm3tzdLT09XvOM8e/HiBZs7dy4zMTFh9vb2bPfu3SwrK0vpelevXs0cHR2ZqakpGzt2LDt27JjgnoUJIWWL62wupBzOdbbWxAwtxPzLVa4V2rMkl5lUaNmT6zzJRXbkOidykQe5yn1cZTyuspzQrjUu8ZW5uMhWXOQoIeYlZXMQ5R1CCCGEEEIIIYQQUh7Q5OQSeHl5MScnJ/bgwQPGGGPXrl1jffv2ZS1btmTnz5+XllN0Am5ERAQzMjJinTt3Zj179mTGxsZsw4YNzMzMjPn6+rKwsDDm4+PDTE1N2bp167g6LU4MGTKEzZw5U/o6Ly+P7dixg5mZmbGZM2eynJwcxphyk5Pv3r3LzM3NWfv27dnPP//MrK2tmYWFBdu7d69MOWUnQKujkSNHsoEDB7KEhASWnp7O5s6dy1q3bs3mzp0rU+6XX35hbm5uKupl4bp27cq2bdtWYrmtW7eyrl27yl1/ixYtWGBgoPQ7WJijR48yOzs7ZmtrK3f9fOrevTtbvXq19PXJkyeZWCxmu3btkim3fft21rlzZ4XasLS0lE7AKE5MTAyztLRUqA2+TJ48mQ0fPrzEcj///DObPHmy3PUPHTqUicXiQge3vh6g7datG7ty5YpcdZuZmbEePXoUOej69OlTNnz4cCYWi5mnp6fcfWeMscOHDzNbW1vWtm1bFh4eLnPsypUrrGvXrszCwoJt3LhRocmDfE4y9fT0ZPb29uzo0aPszJkzrF+/fqxLly5swIAB7P3794yxL5OS+vXrx0aMGCF33/mcGKHO95yyMGrUqEInRX0tPT2dzZs3jxkbG3PWrkQiYW/fvmUSiUSperKysti0adOkkypMTU3ZggUL2IcPH2TKKfoscvnyZem1+e0Elvxr+usJL0IyZ84cZmpqyhwcHFhYWJhC/3CjKPkTz2bOnMl8fX1L/I8Qovm4zOZCy+FcZmtNzdBCzL9c5VqhPUtymUmFlj25zJNcZUcucyJXeZCr3MdVxuMqywntWuMS35lLkWzFVY4SYl7iIgdR3iGEEEIIIYQQQggh5QFNTi6Bg4MDi4iIkHkvJyeHLViwgJmamrIDBw4wxhQf2MtfGSnf7t27mbGxMQsMDJQpt3HjRoUmafLJysqK/fnnnwXej42NZZaWlszDw4NlZmYqNeg5atQoNmLECOmgyadPn9jSpUuZkZGRzCpS6jawygUbGxt27tw56eukpCRmZGTE/vrrL5lyv//+O2vTpk1Zd69YK1euZO3atWNJSUlFlklKSmLt2rVjq1atkrv+kgZk8qWlpbH58+fLXT+fLCwsZAYuP3z4wIyMjNj169dlysXHxzNTU1OF2hg6dGipznv+/Pls6NChCrXBl+vXrzNjY2M2Z86cQlfdSU9PZ56enszExITduHFD7vp79OjBrl27VmyZZ8+esZ9//lnue05QUFCxg6D58gdDFSEWi9mCBQvYv//+W+jxr1cbUuRnCp8DnvmD1vkePnzIjIyMZO5zjH2ZHKHI5+Po6MjCwsJKLLdnzx65VxFU53uO0JRm0kFZCwgIYK1atWI7d+5k8fHxLCAggFlaWjJnZ2f2+vVraTlFn0XyV7Er6nv09ep3Qrsn569e2aVLF9ajR49i/3N1dZWrbgcHh1L/p04rfxJCFMdlNhdaDucyW2tqhhZi/uUq1wrtWZLLTCq07MllnuQqO3KZE7nKg1zlPq4yHldZTmjXmqqUVebiKkcJMS9xkYMo7xBCCCGEEEIIIYSQ8kAHpFhpaWmoX7++zHs6OjpYsmQJ6tati4ULF+L9+/ews7NTqP5nz57hl19+kb52dXWFr68v2rRpI1POysoKwcHBCrXBF21tbeTm5hZ439raGrt27cLo0aMxbNgwTJ48WeE27t69Cz8/P1SsWBEAUKVKFXh5ecHc3BxeXl5ISUnBsmXLFK5fnaWnp6NOnTrS17Vr1wYA1KhRQ6ZcjRo18PHjxzLtW0nGjBmDqKgo9O3bFxMmTIC9vT3q168PkUiExMREXLx4EYGBgahYsSJGjx4td/0NGzYsVbmaNWvi119/lbt+PmVlZaFKlSrS1/n/n38N5KtQoQIkEolCbfTr1w9eXl5o0aIF3N3dCy1z6NAhHD16FH5+fgq1wZdWrVph0aJF8PX1xcmTJ2Fubi7z3fn777+Rl5eHRYsWoWXLlnLXf/ToUejoFP+jsUmTJtixYwciIiLkqnvs2LGlKte7d284ODjIVXe+sLAwtGrVqsjjFSpUwOTJk9GjRw8sWbJE7vq3bt1aYpkaNWpg2bJl6NOnj1x1v337Fo0bN5a+btq0KQCgXr16MuXq16+PtLQ0ueoGgA4dOmD79u1wdXWFnp5eoWUyMzMRGhoKe3t7uepW53uO0FhaWqq6CwVERERg6tSpGDZsGIAvfXR1dcWUKVMwYMAAbN26FWKxWOH6V69eje7duxd5vGbNmli+fDn69OkDHx8fhdvhQ+/evSESiXipOyYmhpd6CSHqi8tsLrQczmW21tQMLcT8y1WuFdqzJJeZVGjZk8s8yVV25DIncpUHucp9XGU8rrKc0K41VSmrzMVVjhJiXuIiB1HeIYQQQgghhBBCCCHlAU1OLoGhoSEePHgAKyurAscmT54MfX19LF26FJcuXVKo/s+fP8v8Yl1XVxcAZAaCAKBy5crIyclRqA2+NG/eHJcuXULHjh0LHBOLxQgLC8OoUaMwe/ZshdvIzc0tdLDH1dUVBgYGmDJlCtLS0jBy5EiF2yBlr2bNmti5cyd++eUX+Pr6FviFPmMMLVu2xKpVq1CzZk1O2/7999/x+PFj6Ovrw8nJCdWrV+e0fr5wOfmrV69e+PPPP7FgwQLs3bsXHTt2xHfffQeRSISEhARcvHgR9+7dg6urK1xdXTlrlysDBgxAy5YtsXPnTsTHx+POnTsAvgxw9urVC8OGDcOPP/6oUN0lDS5/rWfPngq1UZTU1FTo6emhYsWKBSZZlFZxA9Ffa9KkCUJCQhRqo7TkHfDMy8uDtra29LWWlhaAgt99Ra+FcePG4eTJkxg0aBBmzZqFtm3bSidYZGdn49KlS1i9ejXS09Mxbtw4hdoojLrec7j233//4c6dO8jNzUXr1q1RsWJFPHnyBJs2bZJ+PoMGDSp20FlVEhISYGpqKvNegwYNsHv3bkyZMgVDhw7Fpk2bCjy7lVZpz9nKygrh4eEKtcEXof0DFkKIZuMymwsth3OZrSlDl52yyLVCepZU5DlciNmTqzxZVtlRnpyoijxYXO7jKuOVRZYT0rWmKKFlLq5ylBDzEuUgQgghhBBCCCGEEEJKhyYnl8DW1haHDh2SrvLwrSFDhqBmzZrw9PTktF2+VqHjkr29PYKDgzF58mRUq1atwPFGjRph7969GDVqFB49eqRQG02bNsXVq1fRrl27AsfatWuHHTt2YOzYsUpNgFZnISEh0hWjGGMAgG3btsHAwEBa5t27dyrpW0kaNmyI/fv349q1a4iLi0NycjIYY6hfvz5sbGzQunVrhevOzs7GunXrcPbsWeTm5sLZ2RkzZszApEmT8Mcff0jLrVu3Dvv27UODBg24OCXO/PzzzwXuAUOGDJF5L//vW1GrVq1C69atsWPHDgQEBMgca9y4MRYtWoSBAwcq1QafjIyMsHTpUrn+THx8PExNTVG1atUSyyYlJSEnJ0e6stK7d++wfft2PH78GAYGBujXr59Cqw09ePAAMTExyM3NhZOTE4yNjXH8+HH4+fkhNTUVOjo66NOnDxYsWCDXYHdp/PPPP3j06BH09fVhZWUlM0gsDz4HPGNjY5GUlATgy0C2SCRCbGws3rx5Iy3z/Plzhfr93XffYcuWLZg+fTomTJgAbW1t6OvrQyQSITU1FRKJRFrm21UZS6Lu9xy+PX36FKNHj0ZiYqL0Pr9hwwaMGTMGWlpaaNiwIZ48eYJffvkFVapUgaOjo6q7LKNWrVp48+ZNgclwVatWRVBQEGbPno2xY8diyJAhnLedkZGB58+fQ19fHw0bNkSFChU4b6OsxMfHFzqhsCjp6ely1c/1P2YihAhPWWRzVeVwLrO1JmdoIeZfLnKtEJ8lucykQsyeXOZJLrJjWeREefMgV7mPi4zHVZYT4rXGFSFmrrLIUeqQl4rKQZR3CCGEEEIIIYQQQkh5IGLKznDTcM+fP8dff/2F7t27F/tLwLi4OMTFxZVqm9WvicViNGrUCJUqVZK+9/jxYzRu3Fhmy8ysrCy8evUK9+/fl/sc+JKXl4f//vsPlStXlq5+UpisrCy8e/dOoV/qb9y4EQcOHMC5c+dkPqOv/fPPPxg1ahSSk5MF9fnwTd6BBE3YLpAxBi8vL0yZMgWGhoZFltu4cSOCgoLQs2dP6OrqIiIiAhYWFnj48CG8vb3RrFkzPHr0CMuWLUPbtm2xYsWKMjyL4m3atEmu8vLecwqTnJwsM4j+7RarmkAikcDMzAyHDh0qsHLP15KTkzFp0iTcvXsXAGBiYoJ169bBw8MDiYmJ0NfXR1paGrS0tBAaGlpg6+/i/PHHH9KB1AoVKuC///7DokWL4OPjgw4dOqB58+Z49OgR/vjjD3h6esLDw0Ohc92zZ4/MYOvQoUOxcOFCHDx4UFqmefPmCA0NlZnIURqlGfB8+fIl/v33X/j7+8t1nyrNdq75RCKRwvf77OxsnDx5EvHx8QUmj3Tt2rXAdtWloc73nLIwZcoUPH36FIsXL0bVqlWxdu1a3L9/H2ZmZtiwYQMqVqyIrKwsTJo0CR8/fsTevXtV3WUZs2bNQmZmJoKCggo9zhjD4sWLsW/fPoW/mxcuXJC5bh0cHBAcHAx/f39kZ2cD+DKhbMOGDaX6BxZCcu7cOWzduhW3bt2S67MxNjaWq53y9AxISHnFZTYXWg7nMltraobWpPz7ba4V2rMkn5lUXbNnYXmSq+zIdU7kIg9ylfu4znjKZjmhXWtcEmLm4jJHqWNeKikHUd4hhBBCCCGEEEIIIeUBTU5WsXnz5slVfvny5Tz1RJgyMzORmJiIhg0bonLlykWWS01NxZMnT2BtbV2GvSNlrbQTTLt27Qp3d3eMHj0aAHD58mWMGDECy5YtQ58+faTlDhw4gMDAQEEPXAtJaT9/IZJIJDA1NcXhw4eL7fvcuXNx+fJlzJgxA7q6uggODkZGRgb09fWxefNmGBgY4N27d5gwYQKqVasm11a4gwYNQs2aNbF+/XpUrFgRa9euRUhICIYPHy6zct2yZctw+fJlHD9+XO7zDA0NxfLly2FjYwNdXV38+eef6NGjB86ePYuJEydKB1sDAwPRu3dveHt7y1U/nwOeX6+cVRpltYoVYwz+/v4YMGAA6tSpU2gZuucUr3379pg/fz66desGAHj58iW6dOmC4OBg2NvbS8udP38ec+fORWxsrKq6WqjLly9j37598PHxgb6+fpHlgoKC8Oeff2LXrl1y1X/8+HHMnj0bDRs2RNWqVfH48WNMmDABwcHBGDBggPS6PXjwIMaMGYNp06Ype0qcycvLw7Zt23DkyBHp89rUqVPh5OSEP//8EytWrMCTJ09gaGiI8ePHw93dvdR1i8Vi6OrqonPnzrC2ti52sh4AuLm5KXs6hJByRJNzOGVo4fs2V9GzZEFCy56F5UmusiOXOZGrPMhV7lN1xvs2y2nytSbEzMVVjhJiXuIiB1HeIYQQQgghhBBCCCHlAiMKi4mJYVu2bGFHjx5lmZmZqu5OmXv//j27f/9+gffv37/PpkyZwlxcXNjw4cNZdHS0CnpHNFFubi4zMjJid+7cKbacqakpi4+Pl77+9OkTMzIyYrdu3ZIpd/XqVWZiYsJLXxX17t07lpubq+puFKq0n78Qlbbv9vb27OjRo9LXDx8+ZEZGRuzcuXMy5U6ePMns7Ozk6oOlpSX7/fffpa/fv3/PjIyMWGxsrEy5v/76i7Vs2VKuuvN1796drV69WqafYrGY7dq1S6bc9u3bWefOneWuv127diwqKkr6+sWLF8zIyEjmvBj78vPR2tpa7vqFKDc3l4nF4mK/O+p8zykLRkZG7ObNm9LXOTk5hV6PN2/eZGKxuKy7p3Jubm7My8tL+nr37t3M2NiYBQYGypTbuHEj69q1a1l3r1ihoaHMyMiIubi4sOnTp7MBAwYwY2NjtmbNGiYWi5m9vT07cOAAy8nJkbvuqKgoNnHiRGZmZsY6dOjAli9fzv7++28ezoIQognUPZtTti5fvs0mQnuWFEImFVr2LKw/XGVHLnMiV3lQU3Lft1lOaNcalzQ5cwkxL3GRgyjvEEIIIYQQQgghhJDyoPh/kk8QGhqKESNGyLwnkUgwfPhwTJw4Eb/99hvmzp2Lnj174t27dyrqpWqsWbOmwIpTb968wZAhQxAdHY1KlSrh8ePHmDx5MuLj4xVqIycnB5mZmQXef/v2LVasWIGxY8di/vz5+PvvvxWqX52NGTMGz549k3nv+vXr+Pz5s4p6JBy5ubky23nm/7+2trZMOR0dHeTl5ZVp30rSvn176bawwJeVfhYsWIDExEQV9qr8ePv2LRo3bix93bRpUwAosN1w/fr1kZaWJlfdHz58kNmCvEaNGgAAXV1dmXK6urr477//5Ko736tXr9CuXTvp6/bt24MxVmC1MTMzM4W+U+/evYOhoaH0df7/16pVS6acgYEBMjIy5Kp7y5YtePv2rdx9KgushE0m1PmeU1ZEIlGh/6/uMjIycPv2baXu0c+ePUP37t2lr11dXZGXl1dg628rKyskJCQo3A4fDh48iF69euHEiRNYu3Yt9u3bhzlz5iAoKAiWlpY4efIk3N3doaOjI3fd3bp1g7+/Py5duoQpU6bg/v376N+/P5ydnbFp0ya8ePGChzMihAiZJmdzLrO1pmZoTc6/QnuWpExaOlxlRy5zIld5kKvcJ4SM93WWE9q1xjV1ylzy5Cgh5iUuchDlHUIIIYQQQgghhBBSHtDk5BKcPn0azZo1k3lv7969iIuLg5ubGyIiIrB+/Xp8/PgRW7Zskbv+Fi1aFBgUDAwMVIvB1OvXr8PV1VXmvR07duDTp08ICgrCkSNHEBMTgxYtWij02QCAn58f+vbtK/NeWloa3NzcsH37dty6dQvh4eEYMmQI7t+/r/C5qKM//vgDHz58kL6WSCQYMmQInj59qsJeCUdmZibS09Ol/xX23tefn1B8OwkyLy8Phw4dQmpqqop6VL7k5eXJDEzmb6v57cAelwN9XNaVlZWFKlWqSF/n///XA7AAUKFCBUgkEoXa4GvAc82aNTIDk3l5eTAzM8O9e/c4a4NP6nrPKSuRkZHYvn07tm/fjh07dkAkEuH48ePS97Zv347IyEhVd7NQFy9exOrVqwu8v3HjRrRt2xYDBgyAo6Mjpk6diuzsbLnr//z5M/T09KSv8yeifH0tA0DlypWRk5Mjd/18ev36NXr27CnzXv52w2PGjEHVqlWVbqNatWpwd3dHaGgozp8/jwEDBiAmJgbOzs7w9fVVun5CiPrgMpsLLYdzma01NUNrev4V0rMkZdLS4Ts7KvLnuMyDXOQ+IWY8IV1rXBNa5uIqRwkxL3GZgyjvEEIIIYQQQgghhBBNJv8yZuXM8+fPMXToUJn3Tp48idq1a8PX1xfa2tr48ccf8ebNGxw8eLDAakclycrKkhn4kUgkWL9+PTp06IDatWtzcg58SU5Oxg8//CDz3vnz52FsbIz27dsD+PKL4WHDhmHFihUKtXH16lX06tVL5r3t27fj3bt38PX1hbu7O96/fw8PDw8EBQVh3bp1CrWjKUpa3bM8GTVqVIH3PDw8ZF4zxgS/mgxAf69lLTY2FklJSQC+DJ6KRCLExsbizZs30jLPnz9XqO4VK1agWrVqMu8tW7ZMZqCNj4FQLr/nkZGRuHbtGoD//3yOHz+OuLg4aRlFViv69nvOGENubq7afP816Z7Dh507dxZ4b8eOHQXeE+LnExYWhsqVK8u8FxMTA39/f5iYmKBPnz549uwZ9u7di7179+Lnn3/mpF0hfhbf+vz5c4F7Wv797NuV9bigq6uL6tWro0aNGhCJRAqvMk8IUU9cZnOh5XAus3V5ytDq8pxYGkJ/ltSkz5pLXGVHvnOiIt8bLnKfEDOe0K81ZQgtc/Gdo1T5d8RXDqK8QwghhBBCCCGEEEI0DU1OLkFmZibq1KkjfZ2dnY1bt26hW7duMiukmJiYSAcklKUugz4ikUjmF8Hv3r3D69evC/wyuW7dusVuYVmcxMREGBsby7wXHR2Npk2bwt3dHcCXX/qOHDkSGzduVKgNonmWL1+u6i4QNVbYyj4rV64s8J68A2FWVlYAgI8fPxb7npaWFiwtLeWq+2s///xzgb4NGTJE5j1lfs4IbcBTCOieU7wHDx6ougtKuX//PqZPny7z3uHDh1GlShVs27YN+vr6AL6sQBceHq7Q5ORffvkFlSpVknlvxowZMqvcZWVlyd/5MvD06VOZZ+L8VfgKW8ny2y3FSyM7Oxvnz59HZGQkfv/9d+jr68PFxQW//PKLQvURQtQX39lclTmcy2xNGVr90LOk+uIiO3KdE7nKg5qY+zT5WhNi5uIyRwkxL3GVgyjvEEIIIYQQQgghhBBNRpOTS/Ddd9/h2bNn0oGB69evIzc3F9bW1jLlcnNzC2yTqOmaNm2KS5cuSVdyOn/+PEQiEdq1aydT7u3btzAwMFCojZycHJlVNjIyMvD06VMMHDhQplzDhg3x/v17hdrQNOo0MMSX/K0U1dXXAxzFDW4Aik30Ko+0tLTg5uYmHfwqSnR0NG992LVrF29155s8eTKv9QtxwFMI1P2eQ4qXlpaGBg0aSF8zxnDlyhXY2NjI3FPatWuHI0eOyF1/Yd8fMzOzQsu2adNG7vr5VtTKpLNnz5Y+k+SvPnf//v1S1/vnn38iMjIS586dg7a2NpycnBAcHAwbGxt61iGknNLkbM5lti5vGVoTfiYI8VmSMqmswvIkV9mRy5zIVR7U1NwnxGtNk3GVo4Sal5TNQZR3CCGEEEIIIYQQQkh5QJOTS9CxY0cEBgaiWbNmqFOnDvz9/VGxYkU4OjrKlLt9+za+//57hdrIzMxEeno6gP8f9Pn6va/VrFlToTb4MGzYMHh6eiIjIwO1a9fG3r170ahRI7Rt21am3J9//okff/xRoTYaNWqEmzdvws7OTloXAOnrfOnp6ahevbpCbaiz0qwcAnwZsI2IiCjLrvFCW1sbO3fuRNOmTVXdFV4VNsDx9eAGoNhEL2WJRCIYGhqqdLLHu3fvFNpqWyQSlWqVpK8HztQR35OT+RYSEiL9+81fzWvbtm2FTsLx9vYu074RxRW33bOOjg5q1qwp6Elk+vr6MpO3Hj58iI8fPxYY+K5UqZL0OU4e6ryCW2Er6nFl9OjR0NXVRadOndCxY0dUqFABGRkZOHv2bKHlu3TpwltfCCHCwHU2F1IO5zJba3KG1pT8qw65VtWZlK/syWWeFGJ2FGIepIxXNoSYubjKUULMS1zkIMo7hBBCCCGEEEIIIaQ8oMnJJZg4cSIuX76MoUOHAvgyIDFv3jzUqlVLWkYikeDo0aNwdnZWqI1Ro0YVeM/Dw6PQsmU5EbEkPXv2RFJSEnbv3o0PHz7A1NQUixYtgo7O/3+t3r9/j/Pnz2PKlCkKtdGvXz/pNpm1a9dGQEAAatWqBXt7e5lysbGx+N///qf4yagheVYOEZotW7agY8eOCk1a/3ZltMIMHz68yGMVKlSAgYEBrK2t0bNnzwKD26rG50QvZWlpaSEmJkalfejQoQOMjY3h6uoKFxcX1KtXT6X9kUd4eHiRx3R0dFCrVi2Ym5tDT0+v7DolJz4HPA0NDXH79u0C7928ebNAWZFIVGYD19ra2li+fHmxk5zU+Z5TFhwdHYtd+UlLSwvm5uaYOnVqgUlYQtCiRQvs2rULnTp1QsWKFbF3716IRKICk+EeP36sVvckLpTmZ7IyPn78iIiICBw/frzY7cfL+h/rEEJUg+tsLqQczmW21tQMLcT8y1WuFdqzpBAyKV/ZU4h5Uog5kavcp+qM922WE9q1xiUhZi5NzlFc5SDKO4QQQgghhBBCCCFE04lYcb/5IgC+bAsbGxuLDx8+wMTEBI0aNZI5/u+//+LKlSto0aIF6tevL1fdR48elat8eduCUCKRYPHixThy5Ahyc3NhaGgIPz8/mV8CZ2RkoHPnzhg7dixGjx6twt6S0hKLxRCJRGjevDlcXV3RvXt3TlcdGjduXJGDMhKJBG/fvsWjR4/QpEkT7Nq1S2ZCgzoLDw+Hg4MDatSoUWw5FxcXdOzYET169FC7LXjFYjEaN26MFy9eQEtLC5aWlnB1dUXXrl05Wfkt/7tZGG1tbdSqVQtWVlYYN24cfvjhB7nrLknlypUxcuRITJ06Va668xW1rSggO9iq6GBkcZ8PIOxJplFRUWjbti0vKx+W13tOaZ0+fbrIY/mfz7lz53D9+nVs3bq1wMqOqvbPP//A3d0dIpEIenp6SE5ORs+ePbFy5UqZcoMHD0azZs3g6+srV/2bNm0q8lj+dWtpaSnI1RXHjx9f6rIikQgBAQGlLv/mzRu5+iLE1QsJIdzjKptrcg6nDF12uMq1mvQs+W0mFVr25DJPcpUducyJXOVBoeU+rrKcJl1r3xJi5uIqRwkxL3GRgyjvEEIIIYQQQgghhJDygCYnyyEtLQ36+vqq7oZUfHw8TE1NUbVqVZX1ISsrC7///jtev36NevXqwc7OrtCtGZX133//4dOnT4XWnZubiw8fPkBPTw8VKlTgvG1NI5FIYGZmhkOHDqlscFAsFuPnn3/GvXv3cO3aNTDG0LJlS7i6usLZ2ZmX79C3Xr16hZ9//hlt27bFr7/+ynt7fJPn71UsFkNLSwuMMTRu3Biurq7o0aMHGjduXEa9VZxYLMaBAwdQq1YtHD9+HCdOnMDjx49RoUIF6aC3g4ODwqscbdu2rcTByt9//x3JyckICwuDiYlJqetOS0sr8lheXp50sDAgIABeXl4YMmSI3P13dXUt8phEIsG7d++QkZEBKysrBAUFyf3zQ4gDnnl5efDw8MCSJUvQpEmTIsuJxWLo6Oigffv26NmzJxwdHVG5cmXe+5dP0+45fJg8eTL+/fdf7Nq1S9VdKeDly5c4fPiwdDVLNzc3aGlpSY+/f/8emzdvRq9evWBhYSFX3a1atSryWF5eHrKysiASidCzZ08sW7YM2traCp8H18RiMXR1dUt9L5Tn7zY8PBwdO3YU1LM3IUQ4VJnN+crhXGdrytBf8Jl/yzLXqsOzZGGftdCyJ5d5kqvsyGVO5CoPqjr3fZvxyjLLqcO1poyyzlxc5Cgh5iUuchDlHUIIIYQQQgghhBBSHtDk5BLk5uZiw4YN2LNnDz59+oSKFSuiS5cu8Pb2LnF1Uj4JYYJpQkICPDw88OrVK+nWczVq1MCmTZtgZWXFaVt3796VDtKamJiUavtIUjiJRAJTU1McPnxYpZOTDxw4AAsLCyQnJyMyMhInTpzAvXv3oKOjg7Zt28LV1RWdO3dGlSpVeOvHwYMHsWHDBvzxxx+8tVFW5Pl7FYvFCAkJQVJSEiIjIxEbG4u8vDyYmpqiZ8+e6NatG+rUqVNGPZfP19+dfA8ePMDx48dx8uRJJCQkQFdXF05OTujRowfat2/PeR9yc3Ph4eEBXV1dBAUFcV7/ypUr8ccff+D48eOc1w0AcXFxmDJlCvr06QNPT09e2ijLAc/SfvfFYjFcXFxw+/ZtvH79GlWqVEHnzp2l35OyGMDUpHsOH86dO4c5c+bg+vXrqu6KoHz48AHnzp3D4sWLMXbsWEycOFHVXZIaM2YMLl++jLp166J79+7o0aMHjIyMOKnb2NgY+/fvl3uyNyFEcwkhm/OVw/nI1pShv+Az/5Z1rhX6s2Rhn7XQsmdZ50kusyNXOZHLPMhX7vv2u1TWWU7o15oyNDFzqSIvcZGDKO8QQgghhBBCCCGEkPJAq+Qi5dvOnTsRHBwMc3NzjBw5Eh07dkRUVBSWLFmi6q5B1fPK16xZg4yMDPj5+eHEiRMIDAxE7dq1sWjRIs7aSEtLw+DBg9GvXz9MmzYNgwYNgqurKx48eMBZG0S16tWrh1GjRuHIkSOIiorC6NGj8fz5c8yePRtt27bFrFmzeGu7YcOGxa5SpMn09PTQp08fhISE4OLFi5g3bx60tLSwbNky/PTTTxgxYgSOHDmCzMxMVXe1RGKxGLNnz0ZMTAx2796NHj164Pfff8eYMWN4aU9HRweDBw/GjRs3eKnfzs4OL1684KVuALC2tsakSZOKXQ1LWb1798bdu3d5q19RHh4eOHfuHMLCwuDm5oZLly5h3LhxaN++PZYsWcL7AG15vueURqVKlZCbm6vqbhTqzz//xPjx4+Hq6opRo0bh4MGDZdZ2tWrV4ObmhnHjxuHYsWNl1m5pbNmyBX/88QdGjx6Na9euwc3NDa6urggODkZCQoJSdav6OZcQIjxCyeZ83J+4zNaUoVWjLHKtuj5LCj178pknucyOXOVELvNgWea+ssxy6nqtlUZZZ66yyFGqyEtc5CDKO4QQQgghhBBCCCGkPKDJySU4cuQIBg8ejB07dmD27NnYsGEDFi9ejJMnTyIrK0vV3VOpa9euYcaMGejVqxeaNWuGn376CStWrMCzZ8+QmprKSRsbNmzA/fv3MWXKFAQFBcHb2xufP3/mdAI0EY7//e9/mD59Os6cOYMDBw6gb9++iI2N5a29V69e0faJAGrVqoXhw4fjwIEDOHv2LCZOnIiUlBR4eXnxsvIwnywtLbF48WL8+eefCAwM5K0dfX19fP78mZe6s7KyoKOjw0vd+X788UekpKTwVr+QJ5kCQOvWrbFw4UJcvHgRQUFBaN++PY4dO4YhQ4bA0dERa9as4aVduucU78qVK2jSpImqu1FATEwMRo8ejevXr6Ny5cp4+PAhFi5ciI0bN5ZpP1q2bKn0hF8+6OvrY/DgwQgLC8PZs2fRo0cPHD9+HJ06dcLgwYNx5swZVXeREKIhNDmbc5mtKUOrHl+5VhOeJYWePfnIk1xlRy5zIld5UBW5ryyynCZca0Upy8xV1jmqrPMS5SBCCCGEEEIIIYQQQkrG7+wnDfDq1SvMnz9f5j1nZ2d4e3vj9evXaNasmYp6pnpJSUn48ccfZd4zMjICYwwpKSkwMDBQuo0///wTU6ZMwciRI6XvNW/eHB4eHsjIyED16tWVboMIk4WFBSwsLODl5cVL/W/evEFAQAA6duzIS/3qqmHDhpg0aRImTZqEe/fuITIyUtVdUoi2tjavf7e3bt2CoaEhL3UfO3aM8y2nv5WSkoJq1arxVr9QJ5l+K/970rFjR2RlZSE6OhrHjx/Hjh07MHPmTE7bKs/3nPT09CKP5eXl4e3bt4iOjkZoaCjmzZtXdh0rpeDgYNjY2GDz5s3Q1dVFXl4efv31V4SEhGDSpEnQ0iqbf+uXnp7OyZbwfGrQoAHGjRuHYcOGYfPmzQgJCUFERAS6dOmiUH2RkZG4du1aieVEIhE8PDwUaoMQoj40OZtzma0pQwsLV7lWE58lhZw9ucyTXGVHLnMiV3lQlbmPryynrteaEDNXWecoVeYlRXMQ5R1CCCGEEEIIIYQQoulocnIJsrKyoKurK/Ne/i86//vvP1V0STAYY9DW1pZ5L/8Xy3l5eZy0kZCQgBYtWsi817JlSzDGkJiYSAOrasrNza3Uq9AoMlgxfvz4Io/l5eXh3bt3ePjwIRo2bIgZM2bIXX95YWJiAhMTE1V3Q4aqt6POzMxEdHQ0goKCMHr0aLn+bHGr5kgkErx79w7R0dGIj4/H1q1ble1qkTIzM7F161bY2trK/WeFOODJlUqVKsHFxQUuLi7IyMiQ68/SPad4tra2EIlExZapUKECRo0ahSFDhpRRr0rv6dOnWLlypfR5UEtLC+PHj0dYWBjevHmDhg0b8t6HvLw8hIWFoVWrVry3pajc3FxcvHgRkZGROH/+PHR1dTF48GD069dP4Tp37txZqnI0WE9I+aDJ2ZzLbE0ZuuxwlWvpWbLssmdZ5snSZseyzomlyYPqlvtKm+U0+VoTYuYqyxylyrykTA6ivEMIIYQQQgghhBBCNB1NTi6F2NhYJCUlSV/n5eVBJBIhNjYWb968kSmr6Mpw6mrFihWFrraybNky6OnpSV+LRCIEBATIXb9EIkGFChVk3svfxrKst44k3Fm+fDmv9X/8+LHIYzo6OmjatCn69++PXr16CX4VSj7s3LlTrVeW41OrVq2KHNDLy8tDVlYWGGPo0aNHsQObhZk6dWqxx7W0tGBubo6goCDY2dnJVXe+X3/9tchj+QPbcXFx0NbWxqZNm+SuX4gDnqVlZWVVYEJTUeSdtEP3nOItW7asyO+NtrY2DAwM0KJFC15X81ZGRkZGgRUra9WqJT2mrO3btxd5LP+6vXDhApKSkrBnzx6l2+NabGwsIiMjcfr0aUgkEnTu3BkbN25E27ZtlV4N7cCBA7CwsOCop4QQTaDJ2ZyrbE0ZuuxwlWs1+VlSk7MnV9mRy5zIVR4UWu7jKstp8rUmxMzFVY4Sal7iIgdR3iGEEEIIIYQQQgghmo4mJ5fC6tWrC31/5cqVMq9FIhHu379fFl0SBCsrKwAFf7lf1PuKCgkJQe3ataWvGWMAgG3bthX4Jbe3tzcnbWoykUgEQ0NDVKxYUdVdkUpJSUFSUhJEIhHq1auHunXrKlXfrl27OOqZ+tDS0sLkyZNL9dlZW1uXQY/4lZqaioMHDyIuLk7mu2NjY4N+/frJtfX110aOHFnigJ6lpaVCA+zR0dFFHtPR0UHNmjVRqVIluev9WkxMTLFtGBgYoH///hg+fDjq1Kkjd/1CHPAsLT7vC+XxniOPPn36KPxnw8PD4eDggBo1anDYI/llZmbKrCAnkUgKfR8AatasKVfdK1asKPKYtrY29PX1YW1tjfXr18PIyEiuuvnWsWNHpKWlwd7eHkuWLIGjo6Ogni8IIZpHU7M519maMvT/K8v8q2iu1ZRnycIyqVCzJxd5kqvsyGVO5CoPCi33cXWNaMq1VhihZi4ucpQQ8xLlIEIIIYQQQgghhBBCSkfE8kepSKG+XX2pJA0aNOCpJ7IYY/Dy8sKUKVNgaGhYJm2qgqOjY6nLikSiYgd1iPDs378fISEhePnypcz7jRo1wqhRo9C/f/8y7Y9EIoGZmRkOHToEU1PTMm27OA8fPkRSUhKysrIKHFN2RbgbN24UGJC1trZWyVaYpRUdHY25c+fiw4cPqF69uvQemJCQgIyMDFSrVg0rVqyQ6/7Bhfj4eJiamqJq1aqc1qsp93tlBzw/f/6MlJQUNGrUqMBA+Zs3b1C3bt0CqwQWJy8vTzoYWrNmTaVXeFWEUO85QiGUz0csFhc6OYMxVuj76jQZTllisRg6OjqoUKFCiavriUQiXLt2Ta66aSUxQsjXhJDN1eG5jDJ02VNVri3LZyUuMqlQsqcQ8iQX2VGo9yN5cp+iGa+ss5xQcgkf+Dw3Tc5RXOQgyjuEEEIIIYQQQgghpDyglZNLULNmzVJvHciVzMzMIgd98n9RLBKJONtCVFEHDx6Es7MzryulFLfqC/l/OTk52L59O06dOoXExMQC3x15JwTxjTGGWbNmISoqCo0aNcLw4cNlBgQvXLiARYsWITY2tsjV0fjsm1A8evQI06dPx7NnzwrtlzIrwr169QqzZ8/GrVu3CtQtEonQokULrFq1Cg0bNlSofr7cvXsX06ZNQ4sWLTB9+nTpanL5rl69inXr1mHatGk4cOAAjI2Ny6RfEokEw4cP52VALy8vD+Hh4Rg6dChvg855eXlwcnJCYGAgfvjhB87rl0gkmDdvHg4dOlSqQept27bh8+fPmDx5MoAvf68TJkxAZmYmvv/+e2zbtg2NGjWSlpdn8tEff/yBHTt24Nq1a9J7ZaVKldCmTRuMGDEC7du3l/PslCOke44QCeHzUfXzVlHy8vLg4eGBJUuWoEmTJirpQ/41SgghZYHvbK7KHM5lti4PGVoo+VcIuZbvZyUuMqmQsqcQ8iRX2ZHLnMhVHiwu93GR8VSZ5YSQS/jC17mpOkfxmZcoBxFCCCGEEEIIIYQQUjo0ObkEbdu2haOjI1xdXWFvbw8dHf4+suTkZHh5eeHSpUsFjuWvKiGkVSQWLFgAX19f2Nvbw9XVFQ4ODpxvYXfp0iXY2dmVuApFebd48WKEh4fD0dERHTp0kGv1UFXYv38/Tp8+jUWLFmHAgAEFVrmZO3cuDhw4AF9fX9jY2JT5CspC4eXlBW1tbQQEBKBJkyac/b2+ffsWQ4YMQVZWFiZNmoTOnTujQYMGEIlEeP36NaKjo7Fr1y4MGzYMhw4dktkSWtUCAwPRokUL7Ny5E9ra2gWOW1paIjQ0FMOGDcPmzZuxcePGMusbn4OVfA+EMsbw5s0bZGdn89pGaR08eBCjRo2Svl62bBmaN2+OsWPHIiAgAGvWrMG6devk7sNvv/2GrVu3olq1amjfvr3M5JG4uDiMGTMGo0ePxqxZs+Sum2guNzc3VXehUIwxxMXF4ePHjyrrA5+D8g8ePOCtbkKIeuIrmwshh3OZrctDhhZK/i0PuVbZTCq07CmUPMlVvuOyHq7yYFF9UjbjUZZTP6rOUXzmJS5yEOUdQgghhBBCCCGEEFIe0OTkEgwdOhQnT57EyZMnUaNGDXTt2hU9e/aEpaUl523NmTMHL168gLe3N6cTEfkSFRWFiIgIREVFYdq0adDT00OXLl3g6uoKW1tbTgZDR44cidq1a6NHjx7o3r07zM3NOei55jlz5gzmzZuHIUOGqLorpXLw4EEMGTIEgwYNKvS4SCTCgAED8M8//2D//v1qOYjLhX/++Qfr16+Hvb09p/Vu3rwZ2traiIiIQL169WSOicViiMViuLu7Y+DAgQgICMCCBQs4bV8Z8fHxWLRoUaEDyfm0tbUxbNgwLFmypAx7RriUlJSExo0bA/gyYejevXvYvXs3LC0tIZFI4OPjI3edJ0+exNatWzF69GiMHz8eenp6MsczMzMRHByMLVu2wNTUFM7OzlycCtEAgwYNQs+ePeHs7Ax9fX1Vd4cQQsotvrK5EHI4l9m6PGRooeTf8pBrlc2kQsuelCdVR5mMR1lOPVGOIoQQQgghhBBCCCGEaJVcpHybPXs2YmJisHv3bjg7O+Ps2bMYNmwYfvrpJ/z222+crnJw+/ZteHt7Y8iQIWjXrh2sra0L/Cck//vf/zB9+nScOXMG+/fvR+/evXHx4kWMGDECHTp0gJ+fH/7++2+l2ggKCoKdnR0OHDiA/v37o2vXrvD398eLFy84OgvNoKurWyZboHLl6dOncHBwKLGcg4MDnj59WgY9EiaxWIzU1FTO671w4QLGjx9fYHD4a3Xr1sXYsWNx/vx5zttXxsePH1GnTp0Sy9WuXVulq4kS5VSqVAmZmZkAgMuXL6Nq1apo1aoVAKBatWr48OGD3HXu3r0bbm5u+OWXXwoMZgOAnp4eZs6ciV69emH37t3KnQDRKLm5uVi8eDE6dOiAcePG4cSJE/jvv/9U3S1CCCl3+MrmQsjhXGbr8pChhZJ/y0OuVTaTCi17Up5UHWUyHmU59UQ5ihBCCCGEEEIIIYQQQpOTS8nS0hKLFy/Gn3/+icDAQFhaWiIsLAxubm7o0aMHgoOD8ebNG6XaaNy4MXJzcznqcdlq0aIFvL298ccffyAkJAQdOnTA4cOHpYOhmzZtUqjejh07YtWqVbh8+TJWr16N//3vfwgMDISzszPc3d2xa9cuvHv3juOzUT8jRoxAWFiY2nx/tLS0kJOTU2K5nJycAlvjlicLFy5ESEgI/vrrL07/bt+9e4dmzZqVWK558+Z4+/YtZ+1ywdDQEHfu3Cmx3J07d/Ddd9+VQY8IHywsLBAcHIwLFy5g27ZtsLe3l65u9vLly2InNxTlwYMHcHFxKbFc9+7ded+6naiXgwcP4uzZs5gwYQJev36NWbNmwc7ODrNnz8bFixchkUhU3UVCCClXuM7mQsvhymbr8pChhZJ/y0OuVTaTCi17Up5UHWUyHmU59UQ5ihBCCCGEEEIIIYQQoqPqDqgbbW1tdOzYER07dsR///2HmJgYREREYN26dVi3bh3u3buncN2enp7w8/ODkZERmjZtymGvy45IJELbtm3Rtm1b+Pj4YNWqVdizZw/8/f0xefJkheutVKkSXFxc4OLigg8fPuDUqVOIjIzE8uXL4efnB1tbW7i6uqJ3797cnYwaGT58OFJSUtClSxdYWlqievXqBcp4e3uroGeFMzY2RlRUVIlbw548eRLGxsZl1CvhadasGVq0aIHRo0dDS0sLlSpVkjkuEolw7do1ueutWbMm3rx5U+IW2K9fv0bNmjXlrp9PXbp0QUBAANq3b4/mzZsXWubJkycIDg6Gu7t7GfeOcMXT0xPjx4/H+PHjYWhoiOnTp0uPnTx5UrrCljzy8vKgo1PyY4+Ojg7y8vLkrp9otoYNG2LSpEmYNGkS7t27h8jISJw8eRLHjx+HgYEBnJ2d4erqqtB3kxBCiGK4yuZCzeHKZmtNztBCyb/lIdcqm0mFlj0pT6qOMhmPspz6ohxFCCGEEEIIIYQQQkj5RpOTlfDy5Us8fPgQjx8/Rl5eHmrVqqVUfXZ2drC1tUX37t1Rt25dVKtWTea4SCRCRESEUm2Uhbt37yIyMhJRUVFITk5G3bp10b17d87qr1atGtzd3eHu7o6UlBQEBwdjz549uHTpkloOrHIhIiICISEhEIlEuHz5MipUqCBzXCQSCWpy8uDBgzFz5kzUq1cPY8eOha6urszxT58+ISgoCOHh4VizZk2Z9UskEsHQ0BAVK1YsszaLs2DBAkRFRcHJyQlNmzYt8PeqKDs7O2zduhVOTk6oWrVqoWU+fvyIbdu2oV27dpy0yZVx48bh3LlzcHNzQ69evdCpUycYGhoCABISEhATE4Pw8HA0bNgQY8eOVXFv1YtIJFJ1F6SaN2+Oc+fOIS0tDfr6+jLHPD09S7UV87eaNWuG8+fPw87Orthy58+fL9XqblwQ2j1HaLS0tDB58mTUrVtX1V2RYWJiAhMTE8yZMwfx8fE4fvw4oqKisHfvXjRo0ADnzp1TdRcJIaTcUSabCzmHc5WtNS1DCyX/qjrXlsWzpLKZVGjZk/Jk0fjOg8pkPFVnOU3ObWWZuShHEUIIIYQQQgghhBBS/tDkZDm9fv0aJ06cQGRkJJ48eYIqVaqgc+fO8PHxQdu2bZWqe8WKFQgNDYWpqSmaNGmiVr/0fvbsGSIjIxEZGYmXL19CT08PTk5OcHV1ha2tLeeDHKmpqYiKikJkZCRu3ryJihUr4qeffuK0DXWyZs0adO3aFb6+vtDT01N1d0rk4uKCW7duISgoCHv37oWtra3MgGBsbCwyMjLw888/o1u3bmXWLy0tLcTExJRZeyU5c+YM5s6diyFDhnBa76RJk9CnTx/07dsXEyZMgKOjo/R78/HjR8TExGDz5s1ISUmBv78/p20rS09PD3v27IGPjw8OHz6Mw4cPFyjj5OQEHx+fMr0WtLS04ObmVmCQlQva2trYuXMn7yv5McZ4q1vRAc/CPk8jIyOF+tC3b18sXboUzZs3h7u7e6E/lw4cOICwsDAsWLBAoTbkJbR7Tll6+PAhkpKSkJWVVeBYly5dAHyZBKDMrgtloU2bNsjOzsbHjx8RFRWFN2/eqLpLhBBSbnCVzYWWw/nK1pqUoYWSf1Wda8viWVLZTCq07CmEPMlVduQ6J3KRB0uT+xTJeKrOcuqa24ScuShHEUIIIYQQQgghhBBSPogYn7ORNMT79+8RFRWFEydO4NatW9DW1kb79u3Rs2dPODo6onLlypy0Y2VlhREjRmDixImc1Me35ORk6WDw/fv3UaFCBXTs2BGurq746aefOB/UzczMxJkzZ3DixAnExsYiLy8PVlZWcHV1hbOzs1pMyuVLq1atsHnz5hJXkRGa8+fPY8eOHbhx4ways7MBABUrVkTr1q3h4eHB+2B5fHw8Nm7ciJ07d/LajqI6duwIX1/fErcJVsS1a9cwc+ZMpKSkAIB0K+SMjAwwxlC/fn2sWbMGrVu35rxtriQmJiIuLg7JyckAgHr16sHa2hrfffcdp+1kZmYWOaBnamrKaVvAl4kMcXFxarmKXb6srCy8f/9eOjlDETdv3sSpU6eQmJhY4LMXiUQICAiQq768vDxMnz4dZ86cQePGjeHo6CgzeeTChQt4/vw5nJycsH79eoUn/uTk5GD79u3F9r24ra813aNHjzB9+nQ8e/as0AkQIpEI9+/fV0HP5HPjxg2cOHECJ0+eRGpqKr777jt0794drq6u+PHHHzlt6/Pnz0hJSUGjRo0KfC/fvHmDunXrcrayPiGECB0f2VwIOZyvbK2pGVpo+bescq0q8isXmVSo2ZOPPMlndhRiTpQ39yma8fjIcpqc24ScufjIUZSXCCGEEEIIIYQQQggRLpqcXIKRI0dKB/Fat24tHcSrWbMm523Z2dnht99+K5OtLLlgbGwMkUjE6+BmdnY2zp8/j8jISFy8eBFZWVkwMTGBq6urdNtdAkydOhUmJiYYP368qrtSKp8/f0aVKlWkryUSCdLS0gB8WUVHW1tbeuzBgwcQi8W89OP06dOYPn26YCfCbd++HbGxsdi0aRN0dLhf6D47OxtRUVGIj48vMCDbrVs3la8aV5jly5dj2rRpRW4JnO/evXvw8fHBgQMHFG4rOTkZXl5euHTpUoFjjDHeBvTK4nt5584d7NmzB8uXL+elfmXPITQ0FMuXL0etWrXQsGHDQgcSd+3aJXe9jDHs2bMHO3fuxMuXL2WONWzYEB4eHhg8eLBSq/17e3sjPDwcjo6ORW59LfTVgPnUr18/ZGVlYdasWWjSpEmhn0+DBg1U0LOSPXz4ECdOnMCJEyeQkJCA6tWrw9nZGa6urrC0tOSkjW3btuHz58/S78jVq1cxYcIEZGZm4vvvv8e2bdvQqFEjTtoihBB1w1c2F0IO5zJbl4cMLZT8W9a5VhX5latMKpTsyVeeLIvsyOXfP1d5UJ4+KZvxuM5ympzbhJa5uMxRlJcIIYQQQgghhBBCCFEv3M920zBv377FtGnT4OrqyvlqnN/q168fIiMj1WZy8pw5cxQe3AwPD4eDgwNq1KhRbDk7Ozt8+vQJ33//PUaOHAlXV1f873//U7TLGsvd3R1LlizB58+fYWtrK12J6Gt8rPCqKBcXF3h7e6NTp04AvmxHWrt2bZkyHz9+xPr16xEWFoY7d+7IVf+ZM2dKVe7mzZty1VvWXr9+jQcPHqBLly6wtLQs9O/V29tb7nqjo6PRqVMnVKxYEb179y5y5aXPnz9jw4YN8PT0lLsNvhw8eBCnT5+Gt7c3OnfuXOB4ZmYm1q1bh7CwMJiYmCjV1pw5c/DixQt4e3sXOaCnrt68eYPw8HDeJicrKyQkBEOHDoWXlxe0tLQ4qTN/UsDQoUMxdOhQJCUlyUyMqF+/vrTs27dvUadOHYXaOXPmDObNm6fw1tea7p9//sH69et5WRGeL4GBgThx4gSePHmCSpUqwdHREfPnz4e9vT3n/3Dk4MGDGDVqlPT1smXL0Lx5c4wdOxYBAQFYs2YN1q1bx2mbhBCiLvjK5kLI4Vxm6/KQoYWSf7nKtULOr8pmUqFlT77ypLplR1XkQWUyHh9ZTpNzm1AyFx85ivISIYQQQgghhBBCCCHqhSYnl+D48eMK/TmJRAIzMzMcOnSo1INi1atXR2RkJAYOHAg7O7sCgz4ikQgeHh4K9YcPI0aMUOjPSSQSzJs3D4cOHSpxcrKbmxtcXV3RokULuduJj4+HqalpiSviaIIxY8YAAIKCghAUFCSzUgyfK7wqytjYGJMmTUKnTp2wYMECmYEkADh58iSWL1+Ojx8/Ys6cOXLXP3XqVIhEokK3r/yWMiuk8u38+fPSQburV68WOC4SiRSanDxp0iR07twZ3t7eBT77fGfOnMGyZcvw4cMHQU1OjoqKwpIlSzB58mQ4OjpiwYIF0skpkZGR8PPzQ1ZWFubPn4/Bgwcr1dbt27exatWqQgetFVHabYrz8vIUbuPu3bulKvfq1SuF6i/t6nTv3r1TqP58//33Hzp16sTZxGTgy8QjX19f6SSD+vXrF/j+M8awc+dObNy4sdBrrjR0dXXRsGFDpfurqcRiMVJTU1XdDbls3LgRdnZ2GDVqFJycnKCrq8tbW0lJSWjcuDGALyvw3bt3D7t374alpSUkEgl8fHx4a5sQQoSOr2wuhBzOZbYuDxlaKPmXq1wr5PyqbCYVWvbkK08qkx25zIlc5UE+cp8yGY+PLKfJuU0omYuPHEV5iRBCCCGEEEIIIYQQ9UKTk3lUmoGlr61evRoAkJiYWOiKOEKbnKyM0n42iky8BL4M0g4fPlyuyeHqbOfOnaruglw2b96Mc+fOYenSpXBxccHUqVMxfPhwvH79GosXL8Zff/0FZ2dneHl5KbR6mL6+Pn766acSt+D8/fff4evrq+hp8C4mJoaXejdt2oRff/1V5rPPHyB89eoVfH19cfHiRXTp0gXz58/npQ+Kql+/vvT7k38OY8aMQXx8PC5fvozu3btj7ty5Cq96+7XGjRsjNzeXg15/kZOTA3Nzc7Rt27bYck+ePMHp06cVaqNv376lmrCQP2lDXr///jsMDQ1haGhYbLn//vtP7rq/5uzsjIsXL8LOzk6per7GGIO7uzuGDBmCadOmFRgYvXXrFnx8fPDo0SMMHTpU4XZGjBiBsLAwtG3blvNVdTXBwoUL4enpiTp16sDGxkYtPqM//vgDBgYGcv+5vLw8eHh4YMmSJWjSpEmp/kylSpWQmZkJALh8+TKqVq2KVq1aAQCqVauGDx8+yN0PQgghxedPdc/h355becjQQsm/XOVaIedXZTOp0LInX3lSmezIZU7kKg/ykfuUyXh8ZDlNzm1CyVx85CjKS4QQQgghhBBCCCGEqBfN+u2rmnvw4IGqu6BR5J0crs6sra1V3QW5de7cGW3btsXatWvx22+/Yd++fUhMTES9evWwdetWtG/fXuG6W7RogWfPnqFBgwbFlqtVq5bCbZSF8PDwIo+JRCJUq1YNYrG4xAHDb3392a9atQoRERHw8vJCXFwcgoKCUKdOHQQFBaFjx45KngF/OnfuDEtLS/Tt2xcbNmyAlpYW1q1bB2dnZ87a8PT0hJ+fH4yMjNC0aVOl6zM2NkaNGjVKnHRw+vRphScn6+npoV27diVuTRsXFwd/f3+562/atClMTU2xatWqYsudOnUKM2bMkLv+fPPnz4eXlxdmzZpV6AqGANClSxe56jx06BB27tyJDRs2SLdydnJyQkZGBn777TccOnQIFhYWOHz4MMRiscJ9Hz58OFJSUhTe+lrTNWvWDC1atMDo0aOhpaWFSpUqyRwXiUS4du2ainpXOEUG1IEvzyFxcXH4+PFjqf+MhYUFgoODoaWlhW3btsHe3h7a2toAgJcvX6JevXoK9YUQQkjRKIf/P3XJ0ELKv1zkWiHnV2UzqVCzJ9d5UpnsyGVO5CoP8pH7lMl4fGQ5Tc5tQslcfOQoykuEEEIIIYQQQgghhKgXmpwsMBKJBLdu3UJSUhKys7MLHO/du3fZd4qohWPHjmHfvn14/vw5srKyChy/fv26CnpVvKpVq8LJyQnnzp3D8+fPoaWlhXHjxik1MRkAOnTogIiIiBLLNWjQQNDX1Ny5c6WrGX09UeDr90QiETp37oyVK1eiSpUqpa67atWqmD9/Pnr37o0pU6Zg2LBhEIlEGDduHMaPH19g8Epo4uLi4OPjg7dv36J///44c+YMfv31V+Tk5MDV1ZWTNuzs7GBra4vu3bujbt26qFatmsxxkUhUqu9ZPgsLC5w6dapUZRWdGGJhYYHU1NQSJ2ykpaUpVH+LFi1KdS8p7bbURXny5AmuX7+OhIQEnDhxotD65d2qW0tLCx4eHnB2dsaSJUswdepU2NjY4NGjR5BIJFi0aBEGDBigcJ/zRUREICQkBCKRCJcvX0aFChUK9F1dB7m5sGDBAkRFRcHJyQlNmzYt8PmUd56enhg/fjzGjx8PQ0NDTJ8+XXrs5MmT0lXBCCGEcItyuPoRUv5VNtcKOb9ykUmFmD25zpPKZEcucyJXeZCP3KdMxuMjy2lybtPkzEV5iRBCCCGEEEIIIYQQ9UKTkwXk7t27mDJlChITEwv95b5IJKJBUVKoY8eOwdvbG25ubrhx4wb69u2LvLw8xMTEoHr16ujVq5equ1hAeno6VqxYgfDwcNja2mLt2rXYt28f5s+fj6ioKCxatAiNGjVSqO4hQ4aUuFIQAJiZmWH58uUKtVEWDhw4gFmzZqFXr17o1KkTDAwMkJqairNnzyIiIgI+Pj5ITEyEn58fVq9eLffAWXp6Ovbs2YOEhAQ0bdoUz549w+3bt5GSkoKGDRvydFbKSUtLw8qVK3H06FHY2dkhICAAjRs3xowZM7BixQrMnj0bR44cgY+PDxo3bqxUWytWrEBoaChMTU3RpEkTVKxYUan6Jk6ciH79+pVYrmvXrgqv4NemTRscOHCgxHIGBgawtLSUu/4hQ4bA2Ni4xHJWVlZKbbc9f/586OrqIjAwEE2aNOF0MLV+/fqYPXs2Hj58iCtXrkBLSwsbNmxA586dOal/zZo16Nq1K3x9faGnp8dJnZrkzJkzmDt3bqnu0eVR8+bNce7cOaSlpUFfX1/mWP7WzIQQQrhFOVz9CCn/cpFrhZxfucqkQsmefOVJZbIjlzmRqzzIR+7jIuNxmeVvzicYAABioElEQVQ0ObdpcuaivEQIIYQQQgghhBBCiJphhBe5ubnMyMiI3blzp9R/pl+/fqxHjx7s0qVLLDk5maWmphb4TxMo8tkIsQ0h6dWrF9u8eXOB8/7w4QPr378/CwkJUXEPZR0+fJjZ2tqytm3bsvDwcJljV65cYV27dmUWFhZs48aNLCsrS0W9VD0PDw8WHBxc6LHg4GA2fPhwxhhjQUFBrEOHDnLVfeTIEWZra8vs7OzY0aNHGWNfPntnZ2dmYWHB/P39WXZ2tlL954O1tTVr27Yti4iIKPR4bGwsc3Z2Zubm5mzDhg1KtWVpacn8/f2VqoMoxsLCgv3++++c15udnc02btzILCwsmIuLC4uMjGRDhw5lxsbGzNvbm6WnpyvdRsuWLdmlS5c46K1msre35+XvVojK27MIIYQIVUn3Y3XO4Vz+rFGnn1tCyb/lIddykUmFlD35ypOUHUumbMbjOstpcm5T98ylTj+PCCGEEEIIIYQQQgghxaOVkwXkyZMnWLduHezs7FTdFaJmXrx4gdatW0NbWxva2trIzMwEAOjp6WHMmDFYtmwZRowYoeJe/r/58+fD3d0dv/zyC6pXry5zzMbGBsePH0dQUBC2bNmCyMjIUm9xWpgbN24gLi4OSUlJEIlEqFevHqytrdViq8cbN25g9OjRhR4zMTGBv78/gP/furW0hg0bhqtXr6Jfv3745ZdfUKNGDQBfPvtjx44hODgYgYGBiIyMxKJFi2BjY6P8yXCka9euhX5v8llbWyMiIgLBwcHYsmULpkyZonBbOjo6aNGihcJ/viQpKSky38u6devy1pa6MTIykus7XRpXrlyRruw2btw4jBkzBhUqVED37t1x5MgRrFq1CtHR0ZgzZ45SqyN26NABt27dop/lRfDw8EBYWBjatm0LHR16DC3MzZs3cerUKSQmJhbYpl4kEiEgIEBFPSOEEM1EOVz9CCX/8pFrhZZflc2kQsuefOVJLrOjpuZEZTIeH1lOk3ObpmcuykuEEEIIIYQQQgghhKgPzfsNpUCIRCIYGhrKtZVjkyZN8PHjRx57JQxaWlqYPHmyxgywCIGenh6ys7MBAPXq1cOTJ0+kg3oSiQRpaWmq7F4BYWFhxQ6uVqhQAZMnT0aPHj2wZMkShdp49eoVZs+ejVu3bhXYnlkkEqFFixZYtWpVmW4hKy8DAwOcPn0a7dq1K3Ds1KlTMDAwAAB8/PhROshbGvlb6rZu3brAsYoVK0o/ex8fH3h4eOD+/fuKnwTHSvN9qFChAiZNmgRXV1el2urXrx8iIyML/fyVsX//foSEhODly5cy7zdq1AijRo1C//79OWknOTkZ8fHxMgPbVlZWqFevntJ1P378GLt27UJsbCySk5MhEolQt25d2NjYYNiwYfjhhx+Uqn/RokWYP38+6tSpAxsbG04GVD08PNCuXTts2bKlwHXfp08fODo6YsWKFZg3bx4OHz6MXbt2KdSOu7s7lixZgs+fP8PW1rbQiQ+mpqYK1a0JXr9+jQcPHqBLly6wtLQs9PMpajvw8iA0NBTLly9HrVq10LBhQ4W2uyaEECKrpGyuzjm8vGZroeRfLnOtUPOrsplUaNmTrzzJRXbkOidykQe5zH3KZDw+spwm5zZNzlyUlwghhBBCCCGEEEIIUS8i9u2oB1GZuLg4LF26FGvWrEGzZs1U3R2FPHz4EElJSQVWrgCALl26lFk/GGPw8vLClClTYGhoWGbtqsqECRPQpk0bjB49Gr/++iuioqIwceJE6OjoIDg4GI0aNcKOHTtU3c0y8/btW/Tt2xdZWVkYNmwYOnfujAYNGkAkEuH169eIjo7Grl27ULlyZRw6dAi1a9dWdZcLtW/fPvj4+KBt27ZwcHCAgYEBUlNTER0djStXrmDx4sUYMGAAli5dilevXiEwMLBU9ebm5pZ6IDAiIgI9e/ZU5jTU1pYtWxAWFoZ69erBzs6uwICeSCSCh4dHqetjjGHWrFmIiopCo0aN4ODgIL0/JSQk4MKFC3j58iVcXFywevVqhfudnp4OX19fnDp1Cnl5eTKTG7S1teHs7IwFCxagZs2aCtUfFhaGZcuWgTGGH3/8UeYcHj9+DADw8vLC4MGDFT6HVq1aITc3F7m5udDS0kKlSpVkjotEIly7dk2uOk+cOIHu3buXWC4+Ph4+Pj44ceKEXPXnE4vFMq9FIpH0/xljEIlEgprwX9YcHR2LPS4SiRAdHV1GveGXRCKBqakpDh8+XOqJDR07doSTkxO8vLygpaXFcw8JIYQAws3hZZ2t1SlDa1r+FXJ+VTaTlpfsqUx25DoncpUHuc59ymQ8PrKcJuc2dc9cxeUoykuEEEIIIYQQQgghhKgXmpwsh5ycHGzfvr3YrePknSz17Uosb9++RUZGBurWrYtq1aoVqD8iIkKxzvPs0aNHmD59Op49e1ZglR8AnP5SPzMzs8hBWnVd1URZN2/eREJCAlxcXJCRkQFPT09cvHgREokE5ubmWLNmjaBXCP7aP//8g0ePHkFfXx9WVlbQ1taWu47FixfjwoUL2LdvX5GrAqWkpGDgwIFwcHDAggULlO02b6KjoxEYGIj79+9LB3aNjY0xYcIE6YDTv//+Cx0dHejq6qq4t2UjJSUFly9fRm5uLjp06IC6desiNjYWv/32Gx4/fgx9fX0MGjQIY8eOVaqdbwcrvyXvfW3fvn3w9fWFt7c3BgwYUGAgjTGGAwcOwNfXFwsXLlRoBeXMzEwMHDgQz58/h6urq3RiAwC8efMG0dHRiIiIQNOmTbF3717o6enJVf/ly5cxcuRIdOvWDTNmzChwX3n9+jXWrl2LqKgobN++Hba2tnKfQ3Z2Nvr06QOxWIwmTZoUWW7y5Mly111aOTk5Cq/AFBcXV2IZa2trheomwvT582ekpKSgUaNGMpMagC/XXd26dUv9fbKxscG6des0cntpQgjhkrLZXMg5nI9srWkZWh3yrzy5Vuj5VdMyKR95UpnsyGVO5CoPcp37yjLjlTbLUW5TPUVyFOUlQgghhBBCCCGEEELUC01OloO3tzfCw8Ph6OiIpk2bFvrLbnl/kT537twCv4AtzvLly+Wqv6z069cPWVlZmDVrFpo0aVLoZ5M/IKKo5ORkeHl54dKlSwWOqfuqJnzIzs5Gdna23JMPy8qePXtw9uxZ5ObmwtnZGUOHDsXChQtx8OBBaZnmzZsjNDRUulVsaTk4OGD8+PEYMGBAseX27duH4OBgxMTEKHQOZSkvLw+pqakwMDDgbHWYpKQk5OTkSAca3717h+3bt+Px48cwMDBAv379YGlpyUlbXLl9+zZGjx6NjIwMAICuri5Wr16NadOmoUmTJvjf//6HJ0+e4MmTJ1i2bBnc3NxU3OP/17dvX7Rp0wZeXl7Fllu2bBmuXbuGw4cPy93GmjVrsH//fuzcuRNGRkaFlnn06BGGDx+OAQMGYMaMGXLVP2rUKFSsWBEBAQHFlhs/fjxycnKwbds2uerPZ2Zmhm3btkm35+ZbRkYGnj9/Dn19fZVPZNF04eHhRR4TiUSoVq0axGKxYFds3LZtGz5//ix93rt69SomTJiAzMxMfP/999i2bRsaNWqkcP2LFi1C1apV4enpyVWXCSFEIymbzYWcw7nM1uUpQ6sq/3KRa9UlvyqTSYWSPYWYJ7nMiVzlQT5yH18Zj7JcQULMXFzlKMpLhBBCCCGEEEIIIYSoF5qcLAdra2tMmzYNQ4YMUXVXBKdVq1ZYv3497O3teWvj559/xosXLzBmzJgiB2lpVRP1EBoaiuXLl8PGxga6urr4888/0aNHD5w9exYTJ05Es2bN8OjRIwQGBqJ3797w9vaWq35zc3Ns3769xMHNq1evYsSIEfj777+VOR21k5ycjEmTJuHu3bsAABMTE6xbtw4eHh5ITEyEvr4+0tLSoKWlhdDQULRp00bFPf5/o0aNwqdPn7BmzRpUrVoVfn5+OHPmDLp06SIzaWT27Nn4559/cOTIEaXak0gkuHXrFpKSkpCdnV3geO/evUtdV6tWrbB58+YSV/i5fPkyJk6ciBs3bsjbXXTt2hUDBw7EiBEjii23fft27Nu3D6dPn5arfmtrayxfvhydOnUqtlxMTAzmzp1bqtWoCtOrVy+MHDkSvXr1UujPF+XChQsyk0ccHBwQHBwMf39/6d9vu3btsGHDBlStWlXhdo4dO4Z9+/bh+fPnha5QeP36dYXrVndisVg6GezrR9Cv3xOJROjcuTNWrlyJKlWqqKSfRXF2dsaoUaPg7u4OAOjTpw8qVaqEsWPHIiAgAIaGhli3bp3C9WdnZ8PLywuMsUK3BAeALl26KFw/IYRoCk3O5lxma8rQ/OIq12pyfhVa9uQzTyqaHbnMiVzlQT5yn7IZj48sp6m5TYiZi6scRXmJEEIIIYQQQgghhBD1oqPqDqgTXV1dWoWjCGKxGKmpqby2cfv2baxatQqdO3fmtR3Cv4MHD2Ls2LGYOXMmAODUqVOYMWMG5s+fj6FDhwIA7O3toaOjgz179sg9OblmzZp48+ZNiYO7r1+/Rs2aNRU6B3W2du1avH37FsuXL4euri6Cg4MxevRo1KlTBwcPHoSBgQHevXuHCRMmwN/fHyEhIarustTdu3exdOlSfPfddwCA6dOn4+jRowW25nZ1dZV+v5Rpa8qUKUhMTCxyS215JidraWkhJyenxHI5OTkKr46dkJAAc3PzEsuZmZkhMTFR7vqzsrIKbHVeGD09vUIH5Etr5syZWLZsGZo1awYzMzOF6/na8ePHMXv2bDRs2BBVq1bF8ePHMWHCBAQHB2PAgAHSySMHDx7Eli1bMG3aNIXaOXbsGLy9veHm5oYbN26gb9++yMvLQ0xMDKpXr875hGt1c+DAAcyaNQu9evVCp06dYGBggNTUVJw9exYRERHw8fFBYmIi/Pz8sHr1arnv/3xLSkpC48aNAXyZbHPv3j3s3r0blpaWkEgk8PHxUar+J0+e4Pr160hISMCJEycKHNekFS4JIUQZmpzNuczWlKH5xVWu1eT8KrTsyVeeVCY7cpkTucqDfOQ+ZTIeH1lOk3ObEDMXVzmK8hIhhBBCCCGEEEIIIeqFJifLYcSIEQgLC0Pbtm2ho0Mf3dcWLlwIT09P1KlTBzY2Nrx8Po0bN0Zubi7n9ZKy9+rVK7Rr1076un379mCMwdTUVKacohMo7ezssHXrVjg5ORW5Ys7Hjx+xbds2mX6UF5cvX8aMGTOkg6ONGzdGz549MWfOHOlWw7Vr18aoUaOwZMkSFfa0oPT0dNSpU0f6unbt2gCAGjVqyJSrUaMGPn78qFRbPj4+0NXVRUhICJo1a1boSnPyMDY2RlRUVImr4J08eRLGxsYKtaGnp4d3796VWO7du3fQ1dWVu/5GjRohLi6uxBX2YmNjlZow9NtvvyE9PR3u7u7Q19dHrVq1ZI6LRCJERETIVef27dvRt29fLF26FMCXLbiXLl2KadOmYdy4cdJytWrVQmRkpMKTk7dv346JEydi7NixOHDgAAYPHgxTU1NkZmZi1KhRCn3ummTt2rXo378/xowZI32vXr16MDY2RpUqVbBlyxaEhoYiLS0Nu3fvFtzk5EqVKiEzMxPAl3tp1apV0apVKwBAtWrV8OHDB6Xqnz9/PnR1dREYGFjkCpeEEEI0O5tzma0pQ/OLq1yryflVaNmTrzypTHbkMidylQf5yH3KZDw+spwm5zYhZi6uchTlJUIIIYQQQgghhBBC1ItmjeLxbPjw4UhJSUGXLl1gaWlZ6NZxQptEU1aaNWuGFi1aYPTo0dDS0kKlSpVkjotEIly7dk2pNjw9PeHn5wcjIyM0bdpUqbqIamVlZclsG5n//xUrVpQpV6FCBUgkErnrnzRpEvr06YO+fftiwoQJcHR0hJ6eHoAvg7oxMTHYvHkzUlJS4O/vr8SZqKe3b99KV6wBIL2e6tWrJ1Oufv36SEtLK9O+CcmTJ0+wbt26ErfXLa3Bgwdj5syZqFevHsaOHVtgsPPTp08ICgpCeHg41qxZo1Abbdq0wc6dO+Hk5ARtbe1Cy0gkEuzatQtWVlZy1+/q6oqAgAC0atWqyIkRf/31F0JCQjBhwgS5689namrK2YrJ+Z49e4ZffvlF+trV1RW+vr4Fto62srJCcHCwwu28ePECrVu3hra2NrS1taUDsHp6ehgzZgyWLVtW4jbLmuzGjRsYPXp0ocdMTEyk92QLCwved2RQhIWFBYKDg6GlpYVt27bB3t5eeq29fPmywH1UXk+fPsXGjRtLnJxCCCHlnSZncy6zNWVofnGVazU5v5aX7KlMduQyJ3KVB/nIfcpkPD6ynCbnNiFmLq5yFOUlQgghhBBCCCGEEELUC01OlkNERARCQkIgEolw+fLlAqsziEQitR0AVdaCBQsQFRUFJycnNG3alJeVK+zs7GBra4vu3bujbt26BbaYVGQlTSIsIpGIk3oaN26M4OBgzJw5E56engAgnbCQkZEBxhjq16+PLVu2oFGjRpy0qU7y8vJkBirzt4b99vPn6u+DayEhIdIVrvK3zN22bZt05S0ApVotqiRNmjRRevXlr7m4uODWrVsICgrC3r17YWtrC0NDQwBftt+NjY1FRkYGfv75Z3Tr1k2hNsaNG4dBgwbBw8MD06dPLzBYe/36daxduxZ///039u3bJ3f9Hh4eOH/+PEaPHg1bW1t06tRJ5hxiYmJw+fJltG7dGh4eHgqdAwD4+fkp/GeL8vnzZ+kkDwDSQf+vJ5QAQOXKlUu1rXJRvt7auF69enjy5AlsbGwAfJkIoM6TLrhgYGCA06dPFzrJ4dSpU9Lr+OPHjwVWsBMCT09PjB8/HuPHj4ehoSGmT58uPXby5Enp6l+KMjIyEuSkbEIIERpNzuZcZmvK0Kohb47S5PwqxOzJR55UJjtymRO5yoN85D5lMh4fWU6Tc5sQMxdXOYryEiGEEEIIIYQQQggh6oUmJ8thzZo16Nq1K3x9fWV+KU6AM2fOYO7cuRgyZAhvbaxYsQKhoaEwNTVFkyZNCqxGRNTLzz//XGAAcsiQITLv5Q8UKqJNmzY4e/YsoqKiEB8fj+TkZABfBp2sra3RrVu3cv0dio2NRVJSEoAvA8YikQixsbF48+aNtMzz589V1LuiGRoa4vbt2wXeu3nzZoGy3333nVJtzZs3D0uXLoWRkRGaNWumVF1f12lra4sdO3bgwoUL0sHQihUrSgd2f/rpJ4XrNzc3x+rVq+Hl5YWhQ4eievXqaNCgAQDgzZs3yMjIQNWqVbF69eoC202XRsWKFbFjxw6sW7cO+/fvx+XLl6XXLGMMVatWlQ6Eq8v1xfVECDMzMzx8+BAdOnSAo6Mj/P39wRiDjo4OgoOD0aJFC07bUzdjx46Fj48PXr9+DQcHBxgYGCA1NRXR0dG4cuUKFi9eDAC4cuUKzM3NVdzbgpo3b45z584hLS0N+vr6Msc8PT1ltglXxKJFizB//nzUqVMHNjY20NGhR3VCCCmMJmdzLrM1ZWj+cZVrNTm/Cil78pUnlc2OXOVErvKguuQ+ZbKcJuc2IWYurnIU5SVCCCGEEEIIIYQQQtSLiCkz+6+cadWqFTZv3qzQNo2armPHjvD19eV1Wz0rKyuMGDECEydO5K0NUjY2bdokV/nJkyfz1JPySSwWl7qsSCTC/fv3eeyNsLi6usq8fvv2LTIyMnhZae7r1Zj09fWL3HZXEW/fvsWBAwcKndjg7u6u9ARK4Ms21n///TdSUlIAAHXr1oW5uXmBrceFQiwWo1GjRjL9e/z4MRo3biwzoJ6VlYVXr14p/L2/efMmEhIS4OLigoyMDHh6euLixYuQSCQwNzfHmjVr0LBhQ6XPR51FR0cjMDAQ9+/fR25uLnR0dGBsbCzdxhwA/v33X+jo6BTY1lrTtWrVCrm5ucjNzYWWllaB60kkEuHatWsq6h0hhAiHJmdzLrM1ZWh+Ua4tmSZnT76yIxc5kcs8KITcx0eW0/TcpqmZi/ISIYQQQgghhBBCCCHqhZYXkEOHDh1w69YtjRwAVZaHhwfCwsLQtm1b3lat0NHRUeuVS8j/43tQNisrC1u3boW1tTWsrKwKLRMfH4+4uDiMGjUKlStX5rU/QhMdHa3qLgiWqakpr1sKJyYmokqVKqhZsya0tbWl2wnnS09Px+fPn5Ve9blOnTqYNGmSUnWUpFKlSrC0tOS1DS65ubkVeM/MzKzQst9ufyyPli1bomXLlgC+bMcdEBCA7OxsZGdna9zKjorq1KkTOnXqhLy8PKSmpsLAwEC6xXe+stpeWBE3b97EqVOnkJiYiKysLJljIpEIAQEBCtWbnZ2NBg0aQCwWo0mTJhz0lBBCNJcmZ3MuszVlaH5xlWs1Ob9qcvbkMjtynRO5zINCyH18ZDlNz21CzFzK5ijKS4QQQgghhBBCCCGEqB9aOVkOf/zxB5YsWQIXFxfY2tqievXqBcoUty2iJvP19UV0dDS0tLRgaWlZ6Gfj7e2tVBurV6/Gu3fvsHz5cqXqIar3/v176aAbH/bs2YPg4GCcPHkSVatWLbTMp0+f4OLiguHDh2PkyJG89INwb8yYMfDy8kLTpk2l712/fh3GxsaoUqWKCntWsqtXr0onm1hYWBRa5vbt2xg8eDCCgoLQrl07uduQSCQ4fvw4fvjhhyJ/Ht25cwdPnjyBq6ur3Nfgq1evMGLECHh7exe5rfCFCxfw66+/IigoSKEtjQkRstDQUCxfvhy1atVCw4YNUaFChQJldu3apXD9ZmZm2LZtG2xsbJTpJiGEaDxNzuZcZmvK0PziKtdSfi07QsyTXOZErvIg5T7CNa5yFOUlQgghhBBCCCGEEELUC01OlsO321F+vUIKY0zttqDkUv6WgEURiURKr5izZcsWhIWFoV69erCzsyswSCsSieDh4aFUG6RsGBsbY//+/dKBN8YYFi5ciIkTJyq9YiwA9OnTB87Ozhg7dmyx5bZs2YJTp07h8OHDSrepTrZs2YLevXvLtZWrUIjFYhw4cED63ZFIJDAzM8OhQ4cEPwFl8uTJqFatWomTQ+bPn4+0tDRs3rxZ7jYiIiKwdOlSnDhxosBqW/nev38PFxcXzJo1C/3795er/sWLF+P58+fYvn17seVGjRoFQ0ND+Pr6ylU/IULXsWNHODk5wcvLq8DKY1zo1asXRo4ciV69enFeNyGEaBJNzuZcZmvK0PziKtdqcn4VWvYUYp7kMidylQcp9xGucZWjKC8RQgghhBBCCCGEEKJelNsjtJzZuXOnqrsgWDExMby3sXr1agBftru8efNmgeM0sKo+vv03EXl5eTh06BAGDhzIyeTkp0+fFrni0NfMzMwUmgCq7tasWQMbGxvpAHFeXh4sLCxw4MABmJiYqLh38lOXf2Nz7dq1Ug3aOjg4YOHChQq1sW/fPgwcOLDIgWgAqFWrFgYPHoxjx47JPTn5999/x7Rp00os16tXL6xbt06uuvnWokUL7N69G+bm5tL3AgMD0a9fv2I/L0K+9t9//6FTp068TEwGgJkzZ2LZsmVo1qxZkVtVE0II0exszmW2pgzNL65yrSbnV3XInqrOk1zmRK7yoNByH2U59cdVjqK8RAghhBBCCCGEEEKIeqHJyXKwtrZWdRcEKzw8vMhjIpEI1apVg1gshqGhocJtPHjwQOE/S4SP6wFBVQ8wCtm3nw1jDLm5ufSZ8ezDhw+oWbNmieVq1qyJjIwMhdp4+PAhJk2aVGI5S0tLhSb1pKSkoEGDBiWWMzQ0REpKitz18ykrK0vmOy6RSLB+/Xp06NCBBrRJqTk7O+PixYuws7Pjpf7ffvsN6enpcHd3h76+PmrVqiVzXCQSISIigpe2CSFEnWhyNucyW1OGLnuKZipNzWKUPUvGZU7kKg8KLfdRllN/XOUoykuEEEIIIYQQQgghhKgXmpwsp2PHjmHfvn14/vw5srKyChy/fv26CnqlenPnzpVupfv1gMHX74lEInTu3BkrV65ElSpVFGpHIpHg1q1bSEpKQnZ2doHjvXv3VqheolkaN26Ma9eulTjocfXqVTRs2LCMekX49PVW3kJVq1YtvHz5EpaWlsWWe/nyZYEBttLKyclBhQoVSiyno6OD3NxcuevX1dVFampqieVSU1Ohq6srd/1ljSZFEHnNnz8fXl5emDVrFuzs7FC9evUCZbp06aJw/aamprQCGCGElJKmZnOuszVlaOGj/Kp6qsyTXOZErvKgOuQ+ynLqhascRXmJEEIIIYQQQgghhBD1QpOT5XDs2DF4e3vDzc0NN27cQN++fZGXl4eYmBhUr14dvXr1UnUXVebAgQOYNWsWevXqhU6dOsHAwACpqak4e/YsIiIi4OPjg8TERPj5+WH16tXw9vaWu427d+9iypQpSExMLHQQQiQS0cCqGnn69Cm0tbUBfBkwz3+vMKa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      "text/plain": [
       "<Figure size 3340x1670 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8.35*4, 8.35*2))\n",
    "\n",
    "ax_tt = fig.add_subplot(231)\n",
    "ax_tr_hm = fig.add_subplot(233)\n",
    "ax_ts_hm = fig.add_subplot(232)\n",
    "ax_diff = fig.add_subplot(234)\n",
    "ax_diff_hm = fig.add_subplot(235)\n",
    "\n",
    "x='Norm'\n",
    "y='value'\n",
    "# order=['pair_arcs_VPS28_MT-CO1_diff','TPM','arcsinh','MRN','MRN_transformer','TMM','TMM_transformer']\n",
    "order=res_ml.sort_values(['Median_ts','Median_tr'], ascending=False).Norm.tolist()\n",
    "hue='variable'\n",
    "hue_order=['Train','Test']\n",
    "\n",
    "data = res_ml_melt[res_ml_melt.Norm.isin(order)]\n",
    "data_2 = res_diff[res_diff.Norm.isin(order)]\n",
    "\n",
    "sns.stripplot(x=x, y=y, order=order, hue=hue, hue_order=hue_order, color='black', s=2, dodge=True, data=data, ax=ax_tt)\n",
    "sns.boxplot(x=x, y=y, order=order, hue=hue, hue_order=hue_order, fliersize=0, data=data, ax=ax_tt)\n",
    "ax_tt.set_xticklabels([])\n",
    "ax_tt.set_ylabel('Area under the ROC Curve')\n",
    "ax_tt.set_xlabel('')\n",
    "ax_tt.set_ylim([0,1])\n",
    "\n",
    "handles, labels = ax_tt.get_legend_handles_labels()\n",
    "ax_tt.legend(handles=np.array(handles)[-2:].tolist(), labels=np.array(labels)[-2:].tolist(), ncol=1)\n",
    "\n",
    "pairs = list(itertools.combinations(order,2))\n",
    "p_tr = []\n",
    "p_ts = []\n",
    "p_diff = []\n",
    "for p in pairs:\n",
    "    p_tr.append(wilcoxon(data[(data.variable=='Train') & (data.Norm==p[0])].value.values, data[(data.variable=='Train') & (data.Norm==p[1])].value.values).pvalue)\n",
    "    p_ts.append(wilcoxon(data[(data.variable=='Test') & (data.Norm==p[0])].value.values, data[(data.variable=='Test') & (data.Norm==p[1])].value.values).pvalue)\n",
    "    p_diff.append(wilcoxon(data_2[(data_2.Norm==p[0])].value.values, data_2[(data_2.Norm==p[1])].value.values).pvalue)\n",
    "\n",
    "p_tr = false_discovery_control(p_tr)\n",
    "p_ts = false_discovery_control(p_ts)\n",
    "p_diff = false_discovery_control(p_diff)\n",
    "\n",
    "df_p_tr = pd.DataFrame(pairs)\n",
    "df_p_tr = pd.concat([ pd.DataFrame(pairs), pd.DataFrame([(p[1],p[0]) for p in pairs])])\n",
    "df_p_tr['adj_pv'] = np.concatenate([p_tr, p_tr])\n",
    "df_p_tr = df_p_tr.pivot(columns=0, index=1, values='adj_pv').fillna(1)\n",
    "sns.heatmap((df_p_tr.loc[order,order]<=0.05).astype(int), cmap=['black', '#1f77b4'],mask=np.tril(df_p_tr), alpha=.95, square=True, linecolor='white', linewidths=.1, cbar=False, ax=ax_tr_hm)\n",
    "# ax_tr_hm.set_yticklabels([])\n",
    "ax_tr_hm.set_ylabel('')\n",
    "ax_tr_hm.set_xlabel('')\n",
    "ax_tr_hm.grid(False)\n",
    "ax_tr_hm.set_xticklabels([])\n",
    "ax_tr_hm.yaxis.tick_right()\n",
    "ax_tr_hm.set_yticklabels(ax_tr_hm.get_yticklabels(), rotation=0)\n",
    "\n",
    "df_p_ts = pd.DataFrame(pairs)\n",
    "df_p_ts = pd.concat([ pd.DataFrame(pairs), pd.DataFrame([(p[1],p[0]) for p in pairs])])\n",
    "df_p_ts['adj_pv'] = np.concatenate([p_ts, p_ts])\n",
    "df_p_ts = df_p_ts.pivot(columns=0, index=1, values='adj_pv').fillna(1)\n",
    "sns.heatmap((df_p_ts.loc[order,order]<=0.05).astype(int), cmap=['black', '#ff7f0e'],mask=np.triu(df_p_ts, k=0), alpha=.95, square=True, linecolor='white', linewidths=.1, cbar=False, ax=ax_ts_hm)\n",
    "# \n",
    "# ax_ts_hm.yaxis.tick_right()\n",
    "# ax_ts_hm.set_yticklabels(ax_ts_hm.get_yticklabels(), rotation=0)\n",
    "ax_ts_hm.set_ylabel('')\n",
    "ax_ts_hm.set_xlabel('')\n",
    "ax_ts_hm.set_xticklabels([])\n",
    "ax_ts_hm.set_yticklabels([])\n",
    "ax_ts_hm.grid(False)\n",
    "\n",
    "\n",
    "sns.stripplot(x=x, y=y, order=order, color='black', s=2, dodge=True, data=data_2, ax=ax_diff)\n",
    "sns.boxplot(x=x, y=y, order=order, color='#8c564b', width=.5, data=data_2, ax=ax_diff)\n",
    "ax_diff.set_ylabel('Difference Train/Test Area under the ROC Curve')\n",
    "ax_diff.set_xlabel('')\n",
    "ax_diff.set_xticklabels(ax_diff.get_xticklabels(), rotation=90)\n",
    "ax_diff.set_ylim([0,1])\n",
    "\n",
    "# annot_diff = Annotator(ax_diff, list(itertools.product(['pair_arcs_VPS28_MT-CO1_diff'],df_p_diff[df_p_diff['pair_arcs_VPS28_MT-CO1_diff']<1]['pair_arcs_VPS28_MT-CO1_diff'].sort_values().index)),\n",
    "#                        data=res_diff, x=x, y=y, order=order)\n",
    "# annot_diff.configure(test=None, text_format='star', loc='inside', verbose=0)\n",
    "# annot_diff.set_pvalues(df_p_diff[df_p_diff['pair_arcs_VPS28_MT-CO1_diff']<1]['pair_arcs_VPS28_MT-CO1_diff'].sort_values().values)\n",
    "# annot_diff.annotate()\n",
    "\n",
    "df_p_diff = pd.DataFrame(pairs)\n",
    "df_p_diff = pd.concat([ pd.DataFrame(pairs), pd.DataFrame([(p[1],p[0]) for p in pairs])])\n",
    "df_p_diff['adj_pv'] = np.concatenate([p_diff, p_diff])\n",
    "df_p_diff = df_p_diff.pivot(columns=0, index=1, values='adj_pv').fillna(1)\n",
    "\n",
    "sns.heatmap((df_p_diff.loc[order,order]<=0.05).astype(int), cmap=['black', '#8c564b'],mask=np.triu(df_p_diff), alpha=.95, square=True, linecolor='white', linewidths=.1, cbar=False, ax=ax_diff_hm)\n",
    "# ax_diff_hm.set_yticklabels([])\n",
    "ax_diff_hm.yaxis.tick_right()\n",
    "ax_diff_hm.set_yticklabels(ax_diff_hm.get_yticklabels(), rotation=0)\n",
    "ax_diff_hm.set_ylabel('')\n",
    "ax_diff_hm.set_xlabel('')\n",
    "ax_diff_hm.grid(False)\n",
    "    \n",
    "# fig.tight_layout()\n",
    "fig.savefig('./draft/FIGS4_data_leakage.pdf', bbox_inches='tight', format='pdf', dpi=300)"
   ]
  }
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